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[Unreal]
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Unreal Engine 5 Guide. Learn to develop games for Windows, Linux, macOS, iOS, Android, Xbox Series X|S, PlayStation 5, Nintendo Switch.
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
Getting Started with Unreal Engine
Unreal Engine
is a game engine developed by Epic Games with the world's most open and advanced real-time 3D creation tool. Continuously evolving to serve not only its original purpose as a state-of-the-art game engine, today it gives creators across industries the freedom and control to deliver cutting-edge…
Unreal Engine Tools
Blueprint Visual Scripting
is a complete gameplay scripting system in Unreal Engine based on the concept of using a node-based interface to create gameplay elements from within Unreal Editor. As with many common scripting languages, it is used to define object-oriented (OO) classes or objects in the engine.
Datasmith
is a collection of tools and plugins that bring entire pre-constructed scenes and complex assets created in a variety of industry-standard design applications into Unreal Engine.
Chaos Physics
is a Beta feature that is the light-weight physics simulation solution used in Fortnite, and it includes the following major features.
Niagara VFX System
is one of two tools you can use to create and adjust visual effects (VFX) inside Unreal Engine 5 (UE5). Before Niagara, the primary way to create and edit visual effects in UE4 was to use Cascade. It has many of the same of particle manipulation methods that Cascade offers, the way you interact…
MetaHuman Creator
is a free cloud-based app that empowers anyone to create photorealistic digital humans, complete with hair and clothing, in minutes. MetaHumans come fully rigged and ready to animate in your Unreal Engine projects.
Twinmotion
is a real-time 3D immersion software that produces high-quality images, panoramas and standard or 360° VR videos in seconds. Developed for architecture, construction, urban planning and landscaping professionals.
In 2 lists
Bridgew by Quixel
is a gateway to create a world of 3D content right inside the Unreal Engine. it includes Megascans—the world's largest library of AAA, cinema-quality assets based on real-world scan data.
Lumen
is an Unreal Engine 5 feature that uses multiple ray tracing methods to solve Global Illumination and Reflections. Screen traces are done first, followed by a more reliable method. It uses Software Ray Tracing through Signed Distance Fields by default, but can achieve higher quality on supporting…
Nanite
is Unreal Engine 5's new virtualized geometry system which uses a new internal mesh format and rendering technology to render pixel scale detail and high object counts. It intelligently does work on only the detail that can be perceived and no more.
Nanite Spline Meshes (Experimental)
is an initial implementation of SplineMeshComponent for Nanite meshes has been introduced. This feature can be enabled by setting r.Nanite.AllowSplineMeshes=1 in a settings ```.ini`` file. WARNING: Enabling this feature currently comes with a performance cost that affects culling performance of…
Orthographic rendering (Experimental)
is a very common way to visualize projects in architecture and manufacturing, and is also used in games as a stylistic camera choice. Multiple areas of the engine have been fixed to achieve parity between perspective and orthographic projections. Most modern features of UE5 should now work,…
Procedural Content Generation Framework (PCG)
is a toolset for creating your own procedural content inside Unreal Engine. It provides artists and designers the ability to build fast, iterative tools and content of any complexity ranging from asset utilities, such as buildings or biome generation, up to entire worlds.
Unreal Engine's VCam system
is a Cine Camera in Unreal Engine that uses a modular component system to manipulate camera data and output the final results to a variety of external output devices. In addition, the Virtual Camera system provides its functionality while in the editor and during Play In Editor (PIE) or Standalone…
PolyEd (PolyGroup Edit)
is a tool that includes a suite of operations for editing a mesh with PolyGroups. Common operations such as Extrude, Bevel, Weld, and Bridge are available. Also included are operations that only work with structured PolyGroups, such as Insert Edge Loop and edge loop/ring selection.
Paper 2D
is a sprite-based system for creating 2D and 2D/3D hybrid games entirely within the unreal Enginr editor. At the core of Paper 2D are Sprites (which are a Texture Mapped Planar Mesh and associated Material). It can edit Sprites inside Unreal Engine with the Sprite Editor and create sprite-based…
nDisplay
is a tool in Unreal Engine that describes how multiple computers work together in an nDisplay rendering network.
AWS Thinkbox Deadline for Unreal Engine
is a plugin to integrate and automate Deadline renders from inside the UE Movie Render Queue, allowing customers to streamline the process of connecting AWS Thinkbox Deadline 10.3 and onwards to work originated in UE5.
Unreal Engine Marketplace
is Unreal Engine's Store that has a library Of Textures, Models, Animations, Tutorials, and More for creating amazing 3D projects and games.
UnrealBuildTool (UBT)
is a tool that manages the process of building UE4 source code across a variety of build configurations.
UnrealHeaderTool (UHT)
is a custom parsing and code-generation tool supporting the UObject system.
AutomationTool
is a generic system used to automate processes, including testing and building games.
Proxy Geometry Tool
is a tool-set that was developed as a way to increase your Unreal Engine 4 (UE4) project's performance while keeping the visual quality of your project uneffected.
Quixel Megascans
is a massive online scan library of high-resolution, consistent PBR calibrated surface, vegetation and 3D scans, also including desktop applications for managing, mixing and exporting your downloaded scan data.
Replay System
is a tool which can record gameplay for later viewing. This feature is available in all games, from live, multiplayer games played on dedicated servers, to single-player games, and even including Play-In-Editor sessions. At a high level, the Replay system works by using a DemoNetDriver to read…
Take Recorder
is a tool that enables the fast iteration of recording performances and quickly reviewing previous takes for virtual production workflows. You can easily record animations from motion capture linked to characters in the level, as well as actual Live Link data for future playback.
Cesium for Unreal
is a tool that brings the 3D geospatial ecosystem to Unreal Engine. By combining a high-accuracy full-scale WGS84 globe, open APIs and open standards for spatial indexing such as 3D Tiles, and cloud-based real-world content from Cesium ion with Unreal Engine, this project enables a new era of 3D…
Unreal Engine Live-streaming Toolkit
is a Live-streaming Toolkit for video, alpha and audio (Viewport, Cinecam, 360 Camera) via RTMP/ RTSP/ SRT/ NDI/ Spout/ Virtual Webcam plus direct display and window capture. Available in Unreal Marketplace.
FidelityFX Super Resolution 2 for Unreal Engine
is plugin tool for AMD's open source temporal upscaling solution. It uses cutting-edge temporal algorithms to reconstruct fine geometric and texture detail, producing anti-aliased output from aliased input.
NVIDIA DLSS 3 for Unreal Engine
is a tool that contains both the DLSS Super Resolution Plugin and the DLSS Frame Generation Plugin.
Houdini Engine for Unreal
is a Houdini Engine Plugin for Unreal Engine that brings Houdini's powerful and flexible procedural workflow into Unreal Engine through Houdini Digital Assets. Artists can interactively adjust asset parameters inside the editor and use Unreal assets as inputs. Houdini's procedural engine will then…
In 3 lists
PySide Layout Tool
is a python application built to help Technical Artist and Tool Developers to make quick clean parameter layout with python script support.
HttpGPT
is an Unreal Engine 5 plugin that facilitates integration with OpenAI's GPT based services (ChatGPT and DALL-E) through asynchronous REST requests, making it easy for developers to communicate with these services. It also includes Editor Tools to integrate Chat GPT and DALL-E image generation…
In 2 lists
DataConfig
is a Unreal Engine JSON/MsgPack serialization framework. Unreal Engine features a powerful Property System which implements C++ runtime reflection. DataConfig is a serialization framework build on top of it.
Substance 3D
is a plugin that enables the use of Substance materials directly in Unreal Engine 5 and Unreal Engine 4. Whether you are working on games, visualization and or deploying across mobile, desktop, or XR, Substance delivers a unique experience with optimized features for enhanced productivity. The…
Unreal Engine Learning Resources
Unreal Engine Forums
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Unreal Engine Learning Resources >Developer Resources
Sign-up for Epic Games GitHub
C++ AAA game engine. It isn't completely free, but you can easily get access to the full source code. https://www.unrealengine.com/
In 2 lists
Getting Started with Vulkan
[vulkan]
In 3 lists
Getting Started with Apple Metal
API for developing 3D apps on Apple platforms. [Samples]
In 2 lists
Unreal Engine Learning Resources >Unreal Engine 5 Training & Online Courses
Unreal Online Learning
is a free learning platform that offers hands-on video courses and guided learning paths.
Unreal Engine Learning Resources >Unreal Engine 5 Books
Xbox Development
PlayStation Development
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PlayStation® VR Headset
is a virtual reality headset developed by Sony Interactive Entertainment. It gives the user an amazing gaming experience with stunning High Dynamic Range visuals and up to 120fps, as two 1920 x 1080 OLED displays deliver a vast 100º field of view. PSVR is fully functional with the PlayStation 4™…
PlayStation®VR2
is the next generation of virtual reality gaming by PlayStation. It gives the user an amazing gaming experience with new stunning 4K High Dynamic Range visuals and up to 120fps, as two 2000 x 2040 OLED displays deliver over four times the resolution generated by the original PlayStation®VR…
Nintendo Switch Development
Steam Deck Development
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Steamworks
is a free suite of tools available to any developer to use in their game or software on Steam and the Steam Deck.
Steam Hardware GitLab Repo
is a repository that contains CAD files for the external shell (surface topology) of Steam Deck, under a Creative Commons license. This includes an STP model, STL model, and drawings (DWG) for reference.
Dynamic Cloud Sync
is a tool that Steam will use to automatically upload all modified save game data to the cloud prior to the device entering sleep mode. Users can then resume their game on any PC, laptop or other device. Steam will also automatically download any save game changes when users return to their Steam…
Steam Cloud
is a tool that provides an easy and transparent remote file storage system for your game. Files specified in the Auto-Cloud configuration or written to disk (created, modified, deleted, etc.) using the Cloud API will automatically be replicated to the Steam servers after the game exits. If the…
Gamescope
is a SteamOS session micro-compositing window manager formerly known as steamcompmgr.
AMD FidelityFX Super Resolution (FSR)
is an open source, high-quality solution for producing high resolution frames from lower resolution inputs. It enables “practical performance” for costly render operations, such as hardware ray tracing for the AMD RDNA™ and AMD RDNA™ 2 architectures.
MangoHud
is a Vulkan and OpenGL overlay for monitoring FPS, temperatures, CPU/GPU load and more.
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GOverlay
is an open source project aimed to create a Graphical UI to manage Vulkan/OpenGL overlays. It is still in early development.
In 3 lists
ReplaySorcery
is an open-source, instant-replay solution for Linux.
Deck Verified
is a program that reviews games in Steam's catalog verifying their compatibility with the Steam Deck. So when you visit your Library on Steam Deck, you’ll find a compatibility badge on each title, reflecting the kind of experience you can expect when playing each game on Steam Deck.
In 2 lists
Linux Development
Sign-up for Epic Games GitHub
C++ AAA game engine. It isn't completely free, but you can easily get access to the full source code. https://www.unrealengine.com/
In 2 lists
Linux Development >Installing Unreal Engine on Linux
Epic Asset Manager
is an unofficial client to install Unreal Engine, download and manage purchased assets, projects, plugins and games from the Epic Games Store.
Visual Studio and VSCode
Visual Studio
is an integrated development environment (IDE) from Microsoft; which is a feature-rich application that can be used for many aspects of software development. Visual Studio makes it easy to edit, debug, build, and publish your app. By using Microsoft software development platforms such as Windows…
In 2 lists
VSExtensibility
is a repo for upcoming changes to extensibility in Visual Studio, the new extensibility model, and Language Server Protocol(LSP).
Visual Studio Marketplace
is a marketplace for all extensions for Visual Studio, Azure DevOps Services, Azure DevOps Server and Visual Studio Code.
Visual Studio Code
is a lightweight but powerful source code editor which runs on your desktop and is available for Windows, macOS and Linux. It comes with built-in support for JavaScript, TypeScript and Node.js and has a rich ecosystem of extensions for other languages (such as C++, C#, Java, Python, PHP, Go) and…
In 26 listsDetails
Visual Studio Code Marketplace
is a marketplace for all extensions for Visual Studio, Azure DevOps Services, Azure DevOps Server and Visual Studio Code.
Code Server
is a tool that allows you to run VS Code on any machine anywhere and access it in the browser.
In 4 listsDetails
GitHub Codespaces
is an integrated development environment(IDE) on GitHub. That allows developers to develop entirely in the cloud using Visual Studio and Visual Studio Code. Also, from any repo or pull request on GitHub you can simply press the period (.) key on your keyboard to bring up the browser-based VS Code…
Language Server Protocol (LSP)
is a tool that defines the protocol used between an editor or IDE and a language server that provides language features like auto complete, go to definition, find all references.
Visual Studio and VSCode >Visual Studio Extensions for Developer Productivity
Visual Assist
is a productivity tool for C/C++ and C# that improves IDE features related to navigation, refactoring, code generation, and coding assistance along with specific tooling for UE4/UE5.
Resharper
is a popular developer productivity extension for Microsoft Visual Studio. It automates most of what can be automated in your coding routines. It finds compiler errors, runtime errors, redundancies, and code smells right as you type, suggesting intelligent corrections for them.
Visual Studio Live Share
is an extension that provides a collection of extensions that enable real-time collaborative development with VS Live Share.
In 2 lists
Visual Studio Spell Checker
is an editor extension that checks the spelling of comments, strings, and plain text as you type or interactively with a tool window. It can also spell check an entire solution, project, or selected items.
GitHub Extensions for Visual Studio
is a Visual Studio Extension that brings the GitHub Flow into Visual Studio.
REST API Client Code Generator
is a collection of Visual Studio C# custom tool code generators for Swagger / OpenAPI specification files.
Code Maid
is an open source Visual Studio extension to cleanup and simplify our C#, C++, F#, VB, PHP, PowerShell, R, JSON, XAML, XML, ASP, HTML, CSS, LESS, SCSS, JavaScript and TypeScript coding.
VS Color Output
is an extension for Visual Studio. This extension is a color output for build and debug windows.
Visual Studio Theme Pack
is a collection of popular themes, now available for Visual Studio.
Markdown Editor
is afull featured Markdown editor with live preview and syntax highlighting. Supports GitHub flavored Markdown.
SQLite and SQL Server Compact Toolbox
is an extension for Visual Studio. This extension adds several features to help your embedded database development efforts: Scripting of tables and data, import from SQL Server and CSV files and much, much more.
NuGet Package Manager
collection of tools to automate the process of downloading, installing, upgrading, configuring, and removing packages from a VS Project.
SlowCheetah
is a package allows you to automatically transform your app.config (or any file) when you press F5 in Visual Studio. You can have different transformations based on the build configuration. This will enable you to easily have different app settings, connection strings, etc for Debug versus Release.
Roslynator
is a collection of 500+ analyzers, refactorings and fixes for C#, powered by Roslyn.
Trailing Whitespace Visualizer
is an extension will highlight and remove any trailing whitespace on any line in any editor in Visual Studio. This makes it really easy to get rid of those annoying invisible characters.
Magical C# Debugging—OzCode
is a must have Visual Studio Extension which cuts down on debugging time and increases productivity by detecting and isolating bugs, making them easy to fix.
File Icons
is an extension that adds file icons to Solution Explorer for files that Visual Studio doesn't provide icons for.
Image Optimizer
is an extension that uses industry standard tools to optimize any JPEG, PNG and Gifs - including animated Gifs. It can do both lossy and lossless optimization.
File Nesting
is an extension that automatically nest files based on file name and enables developers to nest and unnest any file manually.
NCrunch for Visual Studio
is an automated parallel continuous testing tool for Visual Studio .NET. It intelligently takes responsibility for running automated tests so that you don't have to, and it gives you a huge amount of useful information about your tests (such as code coverage and performance metrics) inline in your…
SideWaffle Template Pack
is an extension that contains both item and project templates suitable for building websites, Windows apps, Windows Phone apps, WPF, Visual Studio extensibilty project and a lot more.
PostSharp
is the #1 pattern-aware extension to C# and VB. It allows developers to eradicate boilerplate. Implements some of the most common patterns and gives you the tools to build your own.
Visual Studio and VSCode >VS Code Extensions for Developer Productivity
Visual Studio Live Share
is an extension that provides a collection of extensions that enable real-time collaborative development with VS Live Share.
In 2 lists
GistPad
is a Visual Studio Code extension that allows you to edit GitHub Gists and repositories from the comfort of your favorite editor. You can open, create, delete, fork and star gists and repositories, and then seamlessly begin editing files as if they were local, without ever cloning, pushing or…
In 2 lists
Live Server
is an extension for Visual Studio Code that launches a development local Server with live reload feature for static & dynamic pages.
In 3 lists
GitHub Pull Requests and Issues
is an extension for Visual Studio Code that allows you to review and manage GitHub pull requests and issues in Visual Studio Code.
Terminal
is an extension for Visual Studio Code that lets you run terminal command directly in the Editor.
Profile Switcher
is an extension for Visual Studio Code that allows you to switch between different profiles you have created.
Material Icon Theme
is an extension for Visual Studio Code that gets the Material Design icons into your VS Code.
One Dark Pro
is an extension for Visual Studio Code that adds Atom's iconic One Dark theme, which is one of the most installed themes for VS Code.
VSCode Icons
is an extension for Visual Studio Code that brings icons to your Visual Studio Code setup.
GitLens
is an extension for Visual Studio Code that helps you visualize code authorship at a glance via Git blame annotations and code lens, seamlessly navigate and explore Git repositories, gain valuable insights via powerful comparison commands, and so much more.
Import Cost
is an extension for Visual Studio Code that will display inline in the editor the size of the imported/required package. The extension utilizes webpack with babili-webpack-plugin in order to detect the imported size.
In 2 lists
Markdown All in One
is an extension for Visual Studio Code that gives you everything you need to write Markdown (keyboard shortcuts, table of contents, auto preview and more).
In 2 lists
Auto Rename Tag
is an extension for Visual Studio Code that automatically add HTML/XML close tag, same as Visual Studio IDE or Sublime Text.
Auto-Close Tag
is an extension for Visual Studio Code that automatically add HTML/XML close tag, same as Visual Studio IDE or Sublime Text does.
Settings Sync
is an extension for Visual Studio Code that synchronizes Settings, Snippets, Themes, File Icons, Launch, Keybindings, Workspaces and Extensions Across Multiple Machines Using GitHub Gist.
In 3 lists
Bookmarks
is an extension for Visual Studio Code that lets you mark lines of code and jump to them.
In 2 lists
Better Comments
is an extension for Visual Studio Code that improves your code commenting by annotating with alert, informational, TODOs, and more.
In 2 lists
Code Spell Checker
is an extension for Visual Studio Code that works as a spelling checker for source code.
In 2 lists
CSS Peak
is an extension for Visual Studio Code that allows peeking to css ID and class strings as definitions from html files to respective CSS. It also allows peek and goto definition.
Tailwind CSS IntelliSense
is an extension for Visual Studio Code that enhances the Tailwind development experience by providing Visual Studio Code users with advanced features such as autocomplete, syntax highlighting, and linting.
In 3 lists
Prettier
is an extension for Visual Studio Code that is an opinionated code formatter. It enforces a consistent style by parsing your code and re-printing it with its own rules that take the maximum line length into account, wrapping code when necessary.
In 4 lists
NPM Intellisense
is an extension for Visual Studio Code that autocompletes npm modules in import statements.
In 2 lists
Path Intellisense
is an extension for Visual Studio Code that autocompletes filenames.
In 3 lists
Relative Path
is an extension for Visual Studio Code that gets the relative url paths from files in the current workspace.
Path Autocomplete
is an extension for Visual Studio Code that provides path completion for visual studio code.
In 2 lists
Discord Presence
is an extension for Visual Studio Code that updates your discord status with a rich presence.
Code Runner
is an extension for Visual Studio Code that runs code snippets or code files for multiple languages: C/C++, Java, JavaScript, PHP, Python, Perl, Ruby, Go, Lua, Groovy, PowerShell, BASH/SH, C#, F#, .NET Core, TypeScript, CoffeeScript, Scala, Swift, Julia, OCaml, R, Elixir, Clojure, Haxe,…
In 2 lists
Kite
is an extension for Visual Studio Code that provides an AI-powered programming assistant that helps you write code faster inside Visual Studio Code. Kite works for all major programming languages: Python, Java, Go, PHP, C/C#/C++, Javascript, HTML/CSS, Typescript, React, Ruby, Scala, Kotlin, Bash,…
Tabnine
is an extension for Visual Studio Code that provides an AI code completion tool trusted by millions of developers to code faster with fewer errors. Whether you are a new dev or a seasoned pro, working solo or part of a team, Tabnine will help push your productivity to new heights while cutting…
Xcode Development
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Getting Started with Xcode
Xcode
includes everything developers need to create great applications for Mac, iPhone, iPad, Apple TV, and Apple Watch. Xcode provides developers a unified workflow for user interface design, coding, testing, and debugging. Xcode 14 is built as an Universal app that runs 100% natively on Intel-based…
In 5 listsDetails
Xcode Cloud
is a continuous integration and delivery service built into Xcode and designed expressly for Apple developers. It accelerates the development and delivery of high-quality apps by bringing together cloud-based tools that help you build apps, run automated tests in parallel, deliver apps to testers,…
SwiftUI
is a user interface toolkit that provides views, controls, and layout structures for declaring your app's user interface. The SwiftUI framework provides event handlers for delivering taps, gestures, and other types of input to your application.
UIKit
is a framework provides the required infrastructure for your iOS or tvOS apps. It provides the window and view architecture for implementing your interface, the event handling infrastructure for delivering Multi-Touch and other types of input to your app, and the main run loop needed to manage…
AppKit
is a graphical user interface toolkit that contains all the objects you need to implement the user interface for a macOS app such as windows, panels, buttons, menus, scrollers, and text fields, and it handles all the details for you as it efficiently draws on the screen, communicates with hardware…
ARKit
is a set of software development tools to enable developers to build augmented-reality apps for iOS developed by Apple. The latest version ARKit 3.5 takes advantage of the new LiDAR Scanner and depth sensing system on iPad Pro(2020) to support a new generation of AR apps that use Scene Geometry…
RealityKit
is a framework to implement high-performance 3D simulation and rendering with information provided by the ARKit framework to seamlessly integrate virtual objects into the real world.
SceneKit
is a high-level 3D graphics framework that helps you create 3D animated scenes and effects in your iOS apps.
Mac Catalyst
is a set of Apple APIs that developers can use to rapidly port their iOS apps to Apple Silicon M1 Chip and take full advantage of the new capabilities on the new Apple hardware.
Instruments
is a powerful and flexible performance-analysis and testing tool that’s part of the Xcode tool set. It’s designed to help you profile your iOS, watchOS, tvOS, and macOS apps, processes, and devices in order to better understand and optimize their behavior and performance.
TestFlight
is a tool that makes it easy to invite users to test your apps and App Clips and collect valuable feedback before releasing your apps on the App Store. It allows you to invite up to 10,000 testers using just their email address or by sharing a public link.
In 2 lists
Xcode Developer Platforms for Apps
macOS
is an advanced desktop operating system (OS) for Apple's series of desktops and laptops.
iOS
is an advanced mobile operating system (OS) for Apple's series of iPhone products.
iPadOS
is an advanced mobile operating system (OS) for Apple's series of iPad products.
WatchOS
is an advanced mobile operating system (OS) for Apple's series of Watch products.
tvOS
is an advanced mobile operating system (OS) for Apple's series of TV products.
In 3 lists
Game Development
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Game Development Tools
NVIDIA Reflex
is a new feature that was introduced with the RTX 30(3000) series GPUs that allows game developers to implement a low latency mode that aligns game engine work to complete just-in-time for rendering, eliminating the GPU render queue and reducing CPU back pressure in GPU-bound scenarios. In…
NVIDIA DLSS (Deep Learning Super Sampling)
is a temporal image upscaling AI rendering technology that increases graphics performance using dedicated Tensor Core AI processors on GeForce RTX™ GPUs. DLSS uses the power of a deep learning neural network to boost frame rates and generate beautiful, sharp images for your games.
AMD FidelityFX Super Resolution (FSR)
is an open source, high-quality solution for producing high resolution frames from lower resolution inputs. It enables “practical performance” for costly render operations, such as hardware ray tracing for the AMD RDNA™ and AMD RDNA™ 2 architectures.
Intel Xe Super Sampling (XeSS)
is a temporal image upscaling AI rendering technology that increases graphics performance similar to NVIDIA's DLSS (Deep Learning Super Sampling). Intel's Arc GPU architecture (early 2022) will have GPUs that feature dedicated Xe-cores to run XeSS. The GPUs will have Xe Matrix eXtenstions matrix…
Unigine
is a cross-platform game engine designed for development teams (C++/C# programmers, 3D artists) working on interactive 3D apps.
In 2 lists
Frostbite
is a game engine developed by DICE, designed for cross-platform use on Microsoft Windows and game consoles such as PlayStation 3 Xbox 360, PlayStation 4, Xbox One, Nintendo Switch, PlayStation 5, and Xbox Series X/S.
Panda3D
is a game engine, a framework for 3D rendering and game development for Python and C++ programs, developed by Disney and CMU. Panda3D is open-source and free for any purpose, including commercial ventures.
In 5 listsDetails
Source 2
is a 3D video game engine in development by Valve as a successor to Source. It is used in Dota 2, Artifact, Dota Underlords, parts of The Lab, SteamVR Home, and Half-Life: Alyx.
Havok
is a middleware software suite that provides a realistic physics engine component and related functions to video games. It is supported and optimized across all major platforms, including Nintendo Switch, PlayStation®, Stadia, and Xbox. Along with integrations for Unity and Unreal Engine and are…
AutoDesk 3ds Max
is a professional software program for 3D modeling, animation, rendering, and visualization. 3ds Max allows you to create stunning game environments, design visualizations, and virtual reality experiences.
In 2 lists
Houdini
is a 3D procedural software for modeling, rigging, animation, VFX, look development, lighting and rendering in film, TV, advertising and video game pipelines.
In 3 lists
A-Frame
is a web framework for building virtual reality experiences in WebVR with HTML and Entity-Component. A-Frame works on Vive, Rift, desktop, mobile platforms.
In 6 listsDetails
AppGameKit
is a powerful game development engine, ideal for Hobbyist and Indie developers. Where you can start coding in the easy to learn AppGameKit BASIC or use the libraries in C++ & XCode.
In 2 lists
Amazon Lumberyard
is an open source, AAA game engine(based on CryEngine) that gives you the tools you need to create high quality games. Deeply integrated with AWS and Twitch, Amazon Lumberyard includes full source code, allowing you to customize your project at any level.
In 2 lists
Blender
is the free and open source 3D creation suite. It supports the entirety of the 3D pipeline—modeling, rigging, animation, simulation, rendering, compositing and motion tracking, video editing and 2D animation pipeline.
In 16 listsDetails
GameMaker Studio 2
is the latest and greatest incarnation of GameMaker. It has everything you need to take your idea from concept to finished game. With no barriers to entry and powerful functionality, GameMaker Studio 2 is the ultimate 2D development environment.
Godot
is a feature-packed, cross-platform game engine to create 2D and 3D games from a unified interface. It provides a comprehensive set of common tools, so that users can focus on making games without having to reinvent the wheel. Games can be exported in one click to a number of platforms, including…
In 9 listsDetails
Open Graphics Library(OpenGL)
is an API used acrossed mulitple programming languages and platforms for hardware-accelerated rendering of 2D/3D vector graphics currently developed by the Khronos Group.
In 3 lists
Open Computing Language (OpenCL)
is an open standard for parallel programming of heterogeneous platforms consisting of CPUs, GPUs, and other hardware accelerators found in supercomputers, cloud servers, personal computers, mobile devices and embedded platforms.
In 3 lists
OpenGL Shading Language(GLSL)
is a High Level Shading Language based on the C-style language, so it covers most of the features a user would expect with such a language. Such as control structures (for-loops, if-else statements, etc) exist in GLSL, including the switch statement.
High Level Shading Language(HLSL)
is the High Level Shading Language for DirectX. Using HLSL, the user can create C-like programmable shaders for the Direct3D pipeline. HLSL was first created with DirectX 9 to set up the programmable 3D pipeline.
DirectX 12 Ultimate
is an API(for high performance 2D & 3D graphics) from Microsoft. DirectX 12 Ultimate brings support for ray tracing, mesh shaders, variable rate shading, and sampler feedback. Available in Windows 2004 version(May 2020 Update).
In 3 lists
Getting Started with Vulkan
[vulkan]
In 3 lists
Getting Started with Apple Metal
API for developing 3D apps on Apple platforms. [Samples]
In 2 lists
MoltenVK
is an implementation of Vulkan running on iOS and macOS using Apple's Metal graphics framework.
MoltenGL
is an implementation of the OpenGL ES 2.0 API that runs on Apple's Metal graphics framework.
Mesa 3D Graphics Library
is a project began as an open-source implementation of the OpenGL specification. A system for rendering interactive 3D graphics. Mesa ties into several other open-source projects: the Direct Rendering Infrastructure, X.org, and Wayland to provide OpenGL support on Linux, FreeBSD, and other…
OpenGL ES
is the mobile subset of OpenGL. It's supported on all major mobile platforms, and is also the base for WebGL.
EGL
is an interface between Khronos rendering APIs such as OpenGL or OpenVG and the underlying native platform window system.
VDPAU
is the Video Decode and Presentation API for UNIX. It provides an interface to video decode acceleration and presentation hardware present in modern GPUs.
VA API
is an open-source library and API specification, which provides access to graphics hardware acceleration capabilities for video processing.
XvMC
is an extension of the X video extension (Xv) for the X Window System. The XvMC API allows video programs to offload portions of the video decoding process to the GPU hardware.
AMD Radeon ProRender
is a powerful physically-based rendering engine that enables creative professionals to produce stunningly photorealistic images on virtually any GPU, any CPU, and any OS in over a dozen leading digital content creation and CAD applications.
In 2 lists
NVIDIA Omniverse
is a powerful, multi-GPU, real-time simulation and collaboration platform for 3D production pipelines based on Pixar's Universal Scene Description and NVIDIA RTX.
LibGDX
is a cross-platform Java game development framework based on OpenGL (ES) that works on Windows, Linux, Mac OS X, Android, your WebGL enabled browser and iOS.
In 7 listsDetails
cocos2d-x
is a multi-platform framework for building 2d games, interactive books, demos and other graphical applications. It is based on cocos2d-iphone, but instead of using Objective-C, it uses C++. It works on iOS, Android, macOS, Windows and Linux.
In 7 listsDetails
MonoGame
is a framework for creating powerful cross-platform games. The spiritual successor to XNA with thousands of titles shipped across desktop, mobile, and console platforms. MonoGame is a fully managed .NET open source game framework without any black boxes.
In 6 listsDetails
Three.js
is a cross-browser JavaScript library and application programming interface used to create and display animated 3D computer graphics in a web browser using WebGL.
In 7 listsDetails
Superpowers
is a downloadable HTML5 app for real-time collaborative projects . You can use it solo like a regular offline game maker, or setup a password and let friends join in on your project through their Web browser.
URHO3D
is a free lightweight, cross-platform 2D and 3D game engine implemented in C++ and released under the MIT license. Greatly inspired by OGRE and Horde3D.
In 3 lists
Vivox
is a voice & text chat platform that's trusted by the world's biggest gaming brands and titles such as Fortnite, PUBG, League of Legends, and Rainbow Six Siege.
HGIG
is a volunteer group of companies from the game and TV display industries that meet to specify and make available for the public guidelines to improve consumer gaming experiences in HDR.
GameBlocks
is a Server Side Anti-Cheat & Middleware software.
Augmented Reality (AR) & Virtual Reality (VR)
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Augmented Reality (AR) & Virtual Reality (VR) Learning Resources
Augmented Reality (AR)
is an interactive experience of a real-world environment where the objects that reside in the real world are enhanced by computer-generated perceptual information.
Virtual Reality (VR)
is a simulated experience that can be similar to or completely different from the real world. The applications of virtual reality include entertainment (video games), education (medical or military training) and business (virtual meetings).
Mixed Reality (MR)
is the merging of real and virtual worlds to produce new environments and visualizations, where physical and digital objects co-exist and interact in real time.
Extended Reality (XR)
is a concept referring to all real-and-virtual combined environments and human-machine interactions generated by computer technology and wearables. Including augmented reality (AR), mixed reality (MR) and virtual reality (VR).
Augmented Reality (AR) & Virtual Reality (VR) Tools and Frameworks
ARKit
is a set of software development tools to enable developers to build augmented-reality apps for iOS developed by Apple. The latest version ARKit 3.5 takes advantage of the new LiDAR Scanner and depth sensing system on iPad Pro(2020) to support a new generation of AR apps that use Scene Geometry…
RealityKit
is a framework to implement high-performance 3D simulation and rendering with information provided by the ARKit framework to seamlessly integrate virtual objects into the real world.
SceneKit
is a high-level 3D graphics framework that helps you create 3D animated scenes and effects in your iOS apps.
GPUImage framework
is a BSD-licensed iOS library that lets you apply GPU-accelerated filters and other effects to images, live camera video, and movies. In comparison to Core Image (part of iOS 5.0), GPUImage allows you to write your own custom filters, supports deployment to iOS 4.0, and has a simpler interface.…
In 3 lists
GPUImage3
is the third generation of the GPUImage framework, an open source project for performing GPU-accelerated image and video processing on Mac and iOS. The original GPUImage framework was written in Objective-C and targeted Mac and iOS, the second iteration rewritten in Swift using OpenGL to target…
In 3 lists
ARCore
is a software development kit developed by Google that allows for augmented reality applications in the real world. These tools include environmental understanding, which allows devices to detect horizontal and vertical surfaces and planes. It also includes motion tracking, which lets phones…
Adobe Aero
is a powerful new augmented reality (AR) authoring tool that makes it easier for designers to create immersive content.
Vuforia
is a comprehensive, scalable enterprise AR platform. Our wide-ranging solution suite ensures that we can provide the right AR technology to every customer based on their business needs.
In 2 lists
Vuforia Studio
is a tool that allows anyone to create beautiful 3D augmented reality (AR) experiences in a matter of minutes with no coding required.
OpenVX™
is an open-source, royalty-free standard for cross platform acceleration of computer vision applications. OpenVX enables performance and power-optimized computer vision processing, especially important in embedded and real-time use cases such as face, body and gesture tracking, smart video…
In 2 lists
NVIDIA Flex
is a particle-based simulation library designed for real-time applications.
ARToolKit
is a fast and modern open source tracking and recognition SDK which enables computers to see and understand more in the environment around them. It's built from the ground up using modern computer vision techniques.
ARmedia
is a plugin tool that makes it easy to develop and create AR experiences without coding.
Kundan
is a tool that provides proprietary Artificial Perception technologies based on SLAM to enable use cases with significant market potential and impact on our lives such as autonomous driving, robotics, AR/VR and smart cities.
OVR Toolkit
is a utility application designed to make viewing the desktop in VR simple and fast, it allows for viewing the desktop within VR, placing desktop windows around the world, mouse input, typing with a virtual keyboard, and quickly switching between windows.
SteamVR
is the ultimate tool for experiencing VR content on the hardware of your choice. SteamVR supports the Valve Index, HTC Vive, Oculus Rift, Windows Mixed Reality headsets, and others.
OpenVR
is an API and runtime that allows access to VR hardware(Steam Index, HTC Vive, and Oculus Rift) from multiple vendors without requiring that applications have specific knowledge of the hardware they are targeting.
In 2 lists
OpenVR Benchmark on Steam
is the first benchmark tool for reproducibly testing your real VR performance, rendering inside of your VR headset.
OpenHMD
is open source API and drivers that supports a wide range of HMD(head-mounted display) devices such as Oculus Rift, HTC Vive, Sony PSVR, and others.
openXR
is a free, open standard that provides high-performance access to Augmented Reality (AR) and Virtual Reality (VR) collectively known as XR—platforms and devices.
Monado
is the first OpenXR™ runtime for GNU/Linux. Monado aims to jump-start development of an open source XR ecosystem and provide the fundamental building blocks for device vendors to target the GNU/Linux platform.
Libsurvive
is a set of tools and libraries that enable 6 dof tracking on lighthouse and vive based systems that is completely open source and can run on any device. It currently supports both SteamVR 1.0 and SteamVR 2.0 generation of devices and should support any tracked object commercially available.
Simula
is a VR window manager for Linux that runs on top of Godot. It takes less than 1 minute to install. Simula is officially compatible with SteamVR headsets equipped with Linux drivers (e.g. HTC Vive, HTC Vive Pro, & Valve Index). We have also added experimental support to OpenXR headsets that have…
In 2 lists
Vulkan Development
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Vulkan Learning Resources
Getting Started with Vulkan
[vulkan]
In 3 lists
HLSL to SPIR-V Feature Mapping Manual
This repo hosts the source for the DirectX Shader Compiler which is based on LLVM/Clang.
In 3 lists
Getting Started with Vulkan
and its github repository. [CC BY-SA 4.0]
In 3 lists
Vulkan Samples
One stop solution for all Vulkan samples
In 2 lists
Vulkan Tools, Libraries, and Frameworks
Vulkan SDK
is a set of tools that enables Vulkan developers to develop Vulkan applications.
In 2 lists
SPIR-V
is a set of tools that enables high-level language front-ends to emit programs in a standardized intermediate form to be ingested by Vulkan, OpenGL or OpenCL drivers. It eliminates the need for high-level language front-end compilers in device drivers, significantly reducing driver complexity,…
In 2 lists
SPIRV-Reflect
is a lightweight library that provides a C/C++ reflection API for SPIR-V shader bytecode in Vulkan applications.
In 2 lists
Vulkan® Tools
is a project that provides Khronos official Vulkan Tools and Utilities for Windows, Linux, Android, and macOS.
Vulkan-Hpp
is a API that provides a header only C++ bindings for the Vulkan C API to improve the developers Vulkan experience without introducing CPU runtime cost. It adds features like type safety for enums and bitfields, STL container support, exceptions and simple enumerations.
In 3 lists
Vulkan® Memory Allocator (VMA)
is a library that provides a simple and easy to integrate API to help you allocate memory for Vulkan® buffer and image storage.
AMD Open Source Driver for Vulkan®
is an open-source Vulkan driver for AMD Radeon™ graphics adapters on Linux®.
NVIDIA® Nsight™ Visual Studio Edition
is an application development environment for heterogeneous platforms which brings GPU computing into Microsoft Visual Studio. NVIDIA Nsight™ VSE allows you to build and debug integrated GPU kernels and native CPU code as well as inspect the state of the GPU and memory.
Radeon™ GPU Profiler
is a performance tool that can be used by developers to optimize DirectX®12, Vulkan® and OpenCL™ applications for AMD RDNA™ and GCN hardware.
Radeon™ GPU Analyzer
is a compiler and code analysis tool for Vulkan®, DirectX®, OpenGL® and OpenCL™.
Radeon™ Memory Visualizer (RMV)
is a tool provided by AMD for use by game engine developers. It allows engineers to examine, diagnose, and understand the GPU memory management within their projects.
DXVK
is a Vulkan-based translation layer for Direct3D 9/10/11 which allows running 3D applications on Linux using Wine.
In 2 lists
MoltenVK
is an implementation of Vulkan running on iOS and macOS using Apple's Metal graphics framework.
RenderDoc
is a stand-alone graphics debugger that allows quick and easy single-frame capture and detailed introspection of any application using Vulkan, D3D11, OpenGL & OpenGL ES or D3D12 across Windows, Linux, Android, Stadia, or Nintendo Switch™.
In 5 listsDetails
PerfDoc
is a cross-platform Vulkan layer which checks Vulkan applications for best practices on Arm Mali devices.
In 2 lists
GLFW
is an Open Source, multi-platform library for OpenGL, OpenGL ES and Vulkan application development. It provides a simple, platform-independent API for creating windows, contexts and surfaces, reading input, handling events, etc. GLFW natively supports Windows, macOS and Linux and other Unix-like…
In 2 lists
VulkanSharp
is a project provides a .NET binding for the Vulkan API.
In 3 lists
Vortice.Vulkan
is a .NET Standard 2.0 and .NET5 low-level bindings for Vulkan API.
In 2 lists
VKD3D-Proton
is a fork of VKD3D, which aims to implement the full Direct3D 12 API on top of Vulkan.
In 2 lists
ImGui
is a bloat-free graphical user interface library for C++. It outputs optimized vertex buffers that you can render anytime in your 3D-pipeline enabled application. It is fast, portable, renderer agnostic and self-contained (no external dependencies).
In 11 listsDetails
Ash
is a very lightweight wrapper around Vulkan.
In 2 lists
gfx-rs
is a low-level, cross-platform graphics and compute abstraction library in Rust.
In 5 listsDetails
Vulkan.jl
is a lightweight wrapper around the Vulkan graphics and compute library. It exposes abstractions over the underlying C interface, primarily geared towards developers looking for a more natural way to work with Vulkan with minimal overhead.
Metal Development
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Metal Learning Resources
Getting Started with Apple Metal
API for developing 3D apps on Apple platforms. [Samples]
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Metal Tools, Libraries, and Frameworks
MTLDevice
is the Metal interface to a GPU that you use to draw graphics or do parallel computation.
Metal-cpp
is a low-overhead C++ interface for Metal that helps you add Metal functionality to graphics apps, games, and game engines that are written in C++. Sample Code
MetalFX
is a new API that provides platform optimized graphics effects for Metal applications. With MetalFX Upscaling, your application can now render frames at a lower resolution, reducing rendering time, without compromising rendering quality. We'll also show you how and when to use its two effects:…
MetalPetal
is a GPU accelerated image and video processing framework based on Metal designed to provide real-time processing for still image and video with easy to use programming interfaces.
In 2 lists
Apple Foundation Framework
is a framework provides a base layer of functionality for apps and frameworks, including data storage and persistence, text processing, date and time calculations, sorting and filtering, and networking. The classes, protocols, and data types defined by Foundation are used throughout the macOS,…
Apple Core Animation Framework
is a graphics rendering and animation infrastructure that provides high frame rates and smooth animations without burdening the CPU and slowing down your app.
Apple Core Graphics Framework
is a framework based on the Quartz advanced drawing engine. It provides low-level, lightweight 2D rendering with unmatched output fidelity.
Paravirtualized Graphics Framework
is a framework that implements hardware-accelerated graphics for macOS running in a virtual machine, hereafter known as the guest. The macOS operating system provides a graphics driver that runs inside the guest, communicating with the framework in the host operating system to take advantage of…
In 2 lists
Xcode
includes everything developers need to create great applications for Mac, iPhone, iPad, Apple TV, and Apple Watch. Xcode provides developers a unified workflow for user interface design, coding, testing, and debugging. Xcode 14 is built as an Universal app that runs 100% natively on Intel-based…
In 5 listsDetails
SwiftUI
is a user interface toolkit that provides views, controls, and layout structures for declaring your app's user interface. The SwiftUI framework provides event handlers for delivering taps, gestures, and other types of input to your application.
UIKit
is a framework provides the required infrastructure for your iOS or tvOS apps. It provides the window and view architecture for implementing your interface, the event handling infrastructure for delivering Multi-Touch and other types of input to your app, and the main run loop needed to manage…
AppKit
is a graphical user interface toolkit that contains all the objects you need to implement the user interface for a macOS app such as windows, panels, buttons, menus, scrollers, and text fields, and it handles all the details for you as it efficiently draws on the screen, communicates with hardware…
ARKit
is a set of software development tools to enable developers to build augmented-reality apps for iOS developed by Apple. The latest version ARKit 3.5 takes advantage of the new LiDAR Scanner and depth sensing system on iPad Pro(2020) to support a new generation of AR apps that use Scene Geometry…
RealityKit
is a framework to implement high-performance 3D simulation and rendering with information provided by the ARKit framework to seamlessly integrate virtual objects into the real world.
SceneKit
is a high-level 3D graphics framework that helps you create 3D animated scenes and effects in your iOS apps.
Instruments
is a powerful and flexible performance-analysis and testing tool that’s part of the Xcode tool set. It’s designed to help you profile your iOS, watchOS, tvOS, and macOS apps, processes, and devices in order to better understand and optimize their behavior and performance.
Cocoapods
is a dependency manager for Swift and Objective-C used in Xcode projects by specifying the dependencies for your project in a simple text file. CocoaPods then recursively resolves dependencies between libraries, fetches source code for all dependencies, and creates and maintains an Xcode workspace…
In 2 lists
AppCode
is constantly monitoring the quality of your code. It warns you of errors and smells and suggests quick-fixes to resolve them automatically. AppCode provides lots of code inspections for Objective-C, Swift, C/C++, and a number of code inspections for other supported languages.
In 3 lists
MoltenVK
is an implementation of Vulkan running on iOS and macOS using Apple's Metal graphics framework.
DirectX Development
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DirectX Learning Resources
Microsoft DirectX®
is a low-level API that handles tasks related to multimedia for game programming and video on Microsoft platforms(Windows & Xbox).
DirectX Tools, Libraries, and Frameworks
Visual Studio
is an integrated development environment (IDE) from Microsoft; which is a feature-rich application that can be used for many aspects of software development. Visual Studio makes it easy to edit, debug, build, and publish your app. By using Microsoft software development platforms such as Windows…
In 2 lists
Visual Studio Code
is a lightweight but powerful source code editor which runs on your desktop and is available for Windows, macOS and Linux. It comes with built-in support for JavaScript, TypeScript and Node.js and has a rich ecosystem of extensions for other languages (such as C++, C#, Java, Python, PHP, Go) and…
In 26 listsDetails
DirectX 12 Ultimate
is an API(for high performance 2D & 3D graphics) from Microsoft. DirectX 12 Ultimate brings support for ray tracing, mesh shaders, variable rate shading, and sampler feedback. Available in Windows 2004 version(May 2020 Update).
In 3 lists
PIX on Windows
is a performance tuning and debugging tool for DirectX 12 games on Windows.
In 2 lists
DirectStorage API
is an API in the DirectX family originally designed for the Velocity Architecture to Windows. The DirectX API is architected in a way that takes all this into account and maximizes performance throughout the entire pipeline from NVMe drive all the way to the GPU. It does this in several ways: by…
NVIDIA® Nsight™ Visual Studio Edition
is an application development environment for heterogeneous platforms which brings GPU computing into Microsoft Visual Studio. NVIDIA Nsight™ VSE allows you to build and debug integrated GPU kernels and native CPU code as well as inspect the state of the GPU and memory.
NVRHI (NVIDIA Rendering Hardware Interface)
is a library that implements a common abstraction layer over multiple graphics APIs (GAPIs): Direct3D 11, Direct3D 12, and Vulkan 1.2. It works on Windows (x64 only) and Linux (x64 and ARM64).
RTXMU - RTX Memory Utility SDK
is an SDK tool that batchs up all of the acceleration structure build inputs and pass them to RTXMU which in turn will perform all the suballocation memory requests and build details including compaction. Then post build info is abstracted away by the SDK in order to do compaction under the hood.…
Radeon™ GPU Profiler
is a performance tool that can be used by developers to optimize DirectX®12, Vulkan® and OpenCL™ applications for AMD RDNA™ and GCN hardware.
Radeon™ GPU Analyzer
is a compiler and code analysis tool for Vulkan®, DirectX®, OpenGL® and OpenCL™.
Radeon™ Memory Visualizer (RMV)
is a tool provided by AMD for use by game engine developers. It allows engineers to examine, diagnose, and understand the GPU memory management within their projects.
FNA
is an XNA4 reimplementation that focuses solely on developing a fully accurate XNA4 runtime for the desktop.
In 3 lists
Simple DirectMedia Layer
is a cross-platform development library designed to provide low level access to audio, keyboard, mouse, joystick, and graphics hardware via OpenGL and Direct3D. It is used by video playback software, emulators, and popular games including Valve's award winning catalog.
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DXVK
is a Vulkan-based translation layer for Direct3D 9/10/11 which allows running 3D applications on Linux using Wine.
In 2 lists
VKD3D-Proton
is a fork of VKD3D, which aims to implement the full Direct3D 12 API on top of Vulkan.
In 2 lists
Computer Vision Development
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Computer Vision Learning Resources
Computer Vision
is a field of Artificial Intelligence (AI) that focuses on enabling computers to identify and understand objects and people in images and videos.
Computer Vision Tools, Libraries, and Frameworks
OpenCV
is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
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Microsoft Cognitive Toolkit (CNTK)
is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and…
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Scikit-Learn
is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.
In 5 listsDetails
NVIDIA cuDNN
is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2,…
In 2 lists
Automated Driving Toolbox™
is a MATLAB tool that provides algorithms and tools for designing, simulating, and testing ADAS and autonomous driving systems. You can design and test vision and lidar perception systems, as well as sensor fusion, path planning, and vehicle controllers. Visualization tools include a…
LRSLibrary
is a Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos. The library was designed for moving object detection in videos, but it can be also used for other computer vision and machine learning problems.
In 2 lists
Image Processing Toolbox™
is a tool that provides a comprehensive set of reference-standard algorithms and workflow apps for image processing, analysis, visualization, and algorithm development. You can perform image segmentation, image enhancement, noise reduction, geometric transformations, image registration, and 3D…
Computer Vision Toolbox™
is a tool that provides algorithms, functions, and apps for designing and testing computer vision, 3D vision, and video processing systems. You can perform object detection and tracking, as well as feature detection, extraction, and matching. You can automate calibration workflows for single,…
Statistics and Machine Learning Toolbox™
is a tool that provides functions and apps to describe, analyze, and model data. You can use descriptive statistics, visualizations, and clustering for exploratory data analysis; fit probability distributions to data; generate random numbers for Monte Carlo simulations, and perform hypothesis…
Lidar Toolbox™
is a tool that provides algorithms, functions, and apps for designing, analyzing, and testing lidar processing systems. You can perform object detection and tracking, semantic segmentation, shape fitting, lidar registration, and obstacle detection. Lidar Toolbox supports lidar-camera cross…
Mapping Toolbox™
is a tool that provides algorithms and functions for transforming geographic data and creating map displays. You can visualize your data in a geographic context, build map displays from more than 60 map projections, and transform data from a variety of sources into a consistent geographic…
UAV Toolbox
is an application that provides tools and reference applications for designing, simulating, testing, and deploying unmanned aerial vehicle (UAV) and drone applications. You can design autonomous flight algorithms, UAV missions, and flight controllers. The Flight Log Analyzer app lets you…
Parallel Computing Toolbox™
is a tool that lets you solve computationally and data-intensive problems using multicore processors, GPUs, and computer clusters. High-level constructs such as parallel for-loops, special array types, and parallelized numerical algorithms enable you to parallelize MATLAB® applications without…
Partial Differential Equation Toolbox™
is a tool that provides functions for solving structural mechanics, heat transfer, and general partial differential equations (PDEs) using finite element analysis.
ROS Toolbox
is a tool that provides an interface connecting MATLAB® and Simulink® with the Robot Operating System (ROS and ROS 2), enabling you to create a network of ROS nodes. The toolbox includes MATLAB functions and Simulink blocks to import, analyze, and play back ROS data recorded in rosbag files. You…
Robotics Toolbox™
provides a toolbox that brings robotics specific functionality(designing, simulating, and testing manipulators, mobile robots, and humanoid robots) to MATLAB, exploiting the native capabilities of MATLAB (linear algebra, portability, graphics). The toolbox also supports mobile robots with…
Deep Learning Toolbox™
is a tool that provides a framework for designing and implementing deep neural networks with algorithms, pretrained models, and apps. You can use convolutional neural networks (ConvNets, CNNs) and long short-term memory (LSTM) networks to perform classification and regression on image,…
Reinforcement Learning Toolbox™
is a tool that provides an app, functions, and a Simulink® block for training policies using reinforcement learning algorithms, including DQN, PPO, SAC, and DDPG. You can use these policies to implement controllers and decision-making algorithms for complex applications such as resource…
Deep Learning HDL Toolbox™
is a tool that provides functions and tools to prototype and implement deep learning networks on FPGAs and SoCs. It provides pre-built bitstreams for running a variety of deep learning networks on supported Xilinx® and Intel® FPGA and SoC devices. Profiling and estimation tools let you customize a…
Model Predictive Control Toolbox™
is a tool that provides functions, an app, and Simulink® blocks for designing and simulating controllers using linear and nonlinear model predictive control (MPC). The toolbox lets you specify plant and disturbance models, horizons, constraints, and weights. By running closed-loop simulations, you…
Vision HDL Toolbox™
is a tool that provides pixel-streaming algorithms for the design and implementation of vision systems on FPGAs and ASICs. It provides a design framework that supports a diverse set of interface types, frame sizes, and frame rates. The image processing, video, and computer vision algorithms in the…
Microsoft AirSim
is a simulator for drones, cars and more, built on Unreal Engine (with an experimental Unity release). AirSim is open-source, cross platform, and supports software-in-the-loop simulation with popular flight controllers such as PX4 & ArduPilot and hardware-in-loop with PX4 for physically and…
Photogrammetry Development
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Photogrammetry Learning Resources
Photogrammetry
is the art and science of extracting 3D information from photographs. The process involves taking overlapping photographs of an object, structure, or space, and converting them into 2D or 3D digital models. Photogrammetry is often used by surveyors, architects, engineers, and contractors to create…
Photogrammetry Tools, Libraries, and Frameworks
Autodesk® ReCap™
is a software tool that converts reality captured from laser scans or photos into a 3D model or 2D drawing that's ready to be used in your design built for UAV and drone processes.
Autodesk® ReCap™ Photo
is a cloud-connected solution tailored for drone/UAV photo capturing workflows. Using ReCap Photo, you can create textured meshes, point clouds with geolocation, and high-resolution orthographic views with elevation maps.
Pix4D
is a unique suite of photogrammetry software for drone mapping. Capture images with our app, process on desktop or cloud and create maps and 3D models.
In 2 lists
PIX4Dmapper
is the leading photogrammetry software for professional drone mapping.
RealityCapture
is a state-of-the-art photogrammetry software solution that creates virtual reality scenes, textured 3D meshes, orthographic projections, geo-referenced maps and much more from images and/or laser scans completely automatically.
In 3 lists
Adobe Scantastic
is a tool that makes the creation of 3D assets accessible to everyone. It can be used with just a mobile device (combined with Adobe's server-based photogrammetry pipeline), users can easily scan objects in their physical environment and turn them into 3D models which can then be imported into…
Adobe Aero
is a powerful new augmented reality (AR) authoring tool that makes it easier for designers to create immersive content.
Agisoft Metashape
is a stand-alone software product that performs photogrammetric processing of digital images and generates 3D spatial data to be used in GIS applications, cultural heritage documentation, and visual effects production as well as for indirect measurements of objects of various scales.
In 4 listsDetails
MicroStation
is a CAD software platform for 2D and 3D dimensional design and drafting, developed and sold by Bentley Systems. It generates 2D/3D vector graphics objects and elements and includes building information modeling (BIM) features.
Leica Photogrammetry Suite (LPS)
is a powerful photogrammetry system that delivers full analytical triangulation, the generation of digital terrain models, orthophoto production, mosaicking, and 3D feature extraction in a user-friendly environment that guarantees results even for photogrammetry novices.
Terramodel
is a powerful software package for the surveyor, civil engineer or contractor who requires a CAD and design package with integrated support for raw survey data.
MicMac
is a free and open-source photogrammetry software tools for 3D reconstruction.
In 3 lists
3DF Zephyr
is a photogrammetry software solution by 3Dflow. It allows you automatically reconstruct 3D models from photos and deal with any 3D reconstruction and scanning challenge. No matter what camera sensor, drone or laser scanner device you are going to use.
In 2 lists
COLMAP
is a general-purpose Structure-from-Motion (SfM) and Multi-View Stereo (MVS) pipeline with a graphical and command-line interface. It offers a wide range of features for reconstruction of ordered and unordered image collections.
In 3 lists
Multi-View Environment (MVE)
is an effort to ease the work with multi-view datasets and to support the development of algorithms based on multiple views. It features Structure from Motion, Multi-View Stereo and Surface Reconstruction. MVE is developed at the TU Darmstadt.
AliceVision
is a Photogrammetric Computer Vision Framework which provides 3D Reconstruction and Camera Tracking algorithms. AliceVision comes up with strong software basis and state-of-the-art computer vision algorithms that can be tested, analyzed and reused.
In 3 lists
Meshroom
is a free, open-source 3D Reconstruction Software based on the AliceVision framework.
In 4 lists
PhotoModeler
is a software extracts Measurements and Models from photographs taken with an ordinary camera. A cost-effective way for accurate 2D or 3D measurement, photo-digitizing, surveying, 3D scanning, and reality capture.
ODM
is an open source command line toolkit to generate maps, point clouds, 3D models and DEMs from drone, balloon or kite images.
WebODM
is a user-friendly, commercial grade software for drone image processing. Generate georeferenced maps, point clouds, elevation models and textured 3D models from aerial images. It supports multiple engines for processing, currently ODM and MicMac.
In 2 lists
NodeODM
is a standard API specification for processing aerial images with engines such as ODM. The API is used by clients such as WebODM, CloudODM and PyODM.
ClusterODM
is a reverse proxy, load balancer and task tracker with optional cloud autoscaling capabilities for NodeODM API compatible nodes. In a nutshell, it's a program to link together multiple NodeODM API compatible nodes under a single network address.
FIELDimageR
is an R package to analyze orthomosaic images from agricultural field trials.
Regard3D
is a free and open source structure-from-motion program. It converts photos of an object, taken from different angles, into a 3D model of this object.
PhotoCatch
is the first app for Apple's Object Capture API, enabling anyone to create stunning 3D models in minutes, not days, with no code or 3D experience required.
PhotoCatch Desktop
is a Professional photogrammetry workstation for exporting beautiful 3D assets ready for Augmented Reality and Visual Effects. It provides performance optimizations for M1 Max and M1 Ultra on MacBook Pro and Mac Studio, so you can process up to 4 3D models at the same time.
PhotoCatch Cloud
is a professional service that brings desktop class photogrammetry and 3D editing tools to mobile devices, so you can capture, edit, and share 3D content on-site. It Syncs photo capture with your equipment and use Depth Capture so your 3D models stay the same size as the real world objects.
Martin
is a tile server able to generate vector tiles from large PostGIS databases on the fly, or serve tiles from PMTile and MBTile files. Martin optimizes for speed and heavy traffic, and is written in Rust.
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Geometric optics
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Autodesk Development
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Autodesk Learning Resources
Autodesk
is a global leader in design and make technology, with expertise across architecture, engineering, construction, design, manufacturing, and entertainment.
CNC programming (Computer Numerical Control Programming)
is utilized by manufacturers to create program instructions for computers to control a machine tool. CNC is highly involved in the manufacturing process and improves automation as well as flexibility.
Autodesk Tools and Frameworks
AutoCAD®
is computer-aided design (CAD) software that architects, engineers, and construction professionals rely on to create precise 2D and 3D drawings. It also automates tasks such as comparing drawings, counting, adding blocks, creating schedules.
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AutoCAD LT®
is a powerful 2D computer-aided design (CAD) software that architects, engineers, construction professionals, and designers rely on to design, draft, and document with precise 2D geometry.
AutoCAD® Mobile App
is a mobile(smartphone or tablet) version of AutoCAD that has the core design and drafting tools. Work on your CAD drawings anytime, anywhere—even offline.
AutoCAD® Web App
is a web version of AutoCAD that can edit, create, share, and view CAD drawings in a web browser on any computer.
Tinkercad®
is a free, easy-to-use app for 3D design, electronics, and coding. It's used by teachers, kids, hobbyists, and designers to imagine, design, and make anything.
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Revit®
is a BIM (Building Information Modeling) software to drive efficiency and accuracy across the project lifecycle, from conceptual design, visualization, and analysis to fabrication and construction.
AEC(Architecture, Engineering & Construction) Collection®
is a set of BIM and CAD tools for designers, engineers, and contractors that is supported by a cloud-based common data environment that facilitates project delivery from early-stage design through to construction.
Fusion 360®
is an integrated CAD, CAM, CAE, and PCB software application. It unifies design, engineering, electronics, and manufacturing into a single software platform.
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Fusion 360 with FeatureCAM®
is a tool that gives you access to FeatureCAM Ultimate, PartMaker, Fusion 360, Fusion Team, and HSMWorks. With FeatureCAM CNC programming software uses manufacturing knowledge to intelligently make decisions, produce results, and remove repetitive processes.
Fusion 360 with Netfabb®
is a software that offers a complete toolset for design and implementation for additive manufacturing. It streamlines workflows and automates processes around 3D print preparation. The software also includes access to Fusion 360, Fusion 360 Team, and additional capabilities through Fusion 360…
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Fusion 360 Manage
is a product lifecycle management platform that connects your people, processes, and data across departments and geographies. It gives you the flexibility to start today and expand tomorrow with PLM that adapts to your business.
Fusion Team
is a cloud-based coll tool that helps eliminate the inefficiencies that disparate tools create when working with your internal and external teams.
Fusion 360 with PowerInspect®
is a 3D measurement software offers a powerful way to inspect, validate, and manage quality for all measurement equipment. Now includes access to Fusion 360, Fusion 360 Team, and Fusion 360 – Machining Extension. PowerInspect includes comprehensive inspection tools that measure parts while they’re…
Fusion 360 with PowerMill® CAM
is a software provides expert CNC programming strategies for complex 3 and 5-axis manufacturing. This includes access to Fusion 360 and advanced manufacturing capabilities through Fusion 360 extensions.
Fusion 360 with PowerShape®
is a manufacturing CAD software combines surface, solid, and mesh modeling to help prepare molds, dies, and other complex parts for manufacture. This includes access to Fusion 360 and Fusion 360 Team.
Autodesk PartMaker®
is a software that can produce CNC programs that drive main and sub-spindle machining operations. These can be used for turning, indexed and interpolated C-axis milling, Y-axis, and B-axis milling.
Robot Structural Analysis Professional
is a structural load analysis software that verifies code compliance and uses BIM-integrated workflows to exchange data with Revit. It can help you to create more resilient, constructible designs that are accurate, coordinated, and connected to BIM.
Revit LT™
is a software that provides the most cost-effective BIM (Building Information Modeling) solution, you can produce high-quality 3D architectural designs and documentation.
Maya®
is a 3D computer animation, modeling, simulation, and rendering software that can create realistic effects from explosions to cloth simulation.
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Maya LT™
is a game design software for indie game makers that can create and animate realistic-looking characters, props, and environments using the sophisticated 3D modeling and animation tools.
AutoDesk 3ds Max
is a professional software program for 3D modeling, animation, rendering, and visualization. 3ds Max allows you to create stunning game environments, design visualizations, and virtual reality experiences.
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Arnold
is an advanced Monte Carlo ray tracing(Global illumination) renderer that helps you work more efficiently.
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ReCap™
is a Pro 3D scanning software to transform the physical world into a digital asset. With reality capture data you can better understand and verify existing and as-built conditions to gain insights and make better decisions.
Flame®
is a 3D VFX and finishing software provides powerful tools for 3D compositing, visual effects, and editorial finishing. An integrated, creative environment means faster compositing, advanced graphics, color correction, and more.
Mudbox®
is a 3D digital painting and sculpting software that let's you sculpt and paint highly detailed 3D geometry and textures.
Character Generator®
is a powerful 3D design and animation tools, Character Generator offers artists a web-based laboratory to create fully rigged 3D characters for animation packages and game engines.
Smoke®
is a video effects software helps production studios increase productivity by combining editing workflows with node-based compositing tools in a timeline-centered editing environment.
ShotGrid
formerly Shotgun Software, is software for creative project management software and review tools for film, TV, and games that streamlines workflows for creative studios.
Advance Steel®
is a 3D modeling software for steel detailing, design, fabrication, and construction. it connects engineers and detailers through a seamless design and detailing workflow between Advance Steel and Revit, you can reduce the time required to move from design to fabrication while simultaneously…
Media & Entertainment Collection®
is a collection that includes all of the tools you need to build a powerful and scalable 3D animation pipeline for complex simulations, effects, and rendering.
Civil 3D®
is a civil engineering design software supports BIM (Building Information Modeling) with integrated features to improve drafting, design, and construction documentation.
Inventor®
is a CAD software that provides professional-grade 3D mechanical design, documentation, and product simulation tools. Work efficiently with a powerful blend of parametric, direct, freeform, and rules-based design capabilities.
Inventor® CAM
is an integrated CAM software for Inventor that simplifies CNC programming processes. Such as the machining workflow with CAD-embedded 2.5-axis to 5-axis milling, turning, and mill-turn capabilities.
Inventor Nastran®
is a CAD-embedded finite element analysis software that delivers finite element analysis (FEA) tools for engineers and analysts. Simulation covers multiple analysis types, such as linear and nonlinear stress, dynamics, and heat transfer.
Inventor® Nesting
is a CAD-embedded, true-shape nesting tools for Inventor that helps you optimize yield from flat raw material. Easily compare nesting studies to optimize efficiency and reduce costs, and export 3D models or DXF™ files of the completed nest for cutting path generation.
Inventor Tolerance Analysis®
is an CAD-embedded tolerance stackup analysis software that is designed to help Inventor users make more informed decisions while specifying manufacturing tolerances.
Product Design & Manufacturing Collection
is an integrated set of professional-grade applications that connect everyone, from concept to production, with shared tools to streamline your product development process.
Navisworks®
is a project review software to improve BIM (Building Information Modeling) coordination. That can combine design and construction data into a single model.
BIM Collaborate
is cloud-based design collaboration and coordination software that connects AEC teams, helping you execute on design intent and deliver high-quality constructible models on a single platform.
InfraWorks®
is a conceptual design software lets architecture, engineering, and construction professionals model, analyze, and visualize infrastructure design concepts within the context of the built and natural environment—improving decision making and accelerating project approvals.
SketchBook®
is a drawing and painting software lets designers, architects, and concept artists sketch ideas quickly and create stunning illustrations.
Alias®
is a product design software for sketching, concept modeling, surfacing, visualization. It can create and reuse templates across design and surfacing teams sharing surfacing language.
Assemble BIM Data
is a tool that helps keep projects on track. Along with condition and connect BIM data to design reviews, estimating, change management, scheduling, work-in-place tracking, and more.
Autodesk® Forge
is a cloud-based developer platform from Autodesk. That let's you access design and engineering data in the cloud with the Forge platform. Whether you want to automate processes, connect teams and workflows, or visualize your data using Forge APIs.
Autodesk® Rendering
is a fast, high-resolution cloud rendering software that let's you produce stunning, high-quality renderings from designs and models with cloud rendering. This service uses cloud credits, which is a universal measure across Autodesk consumption-based cloud services to perform certain tasks in the…
Autodesk® CFD
is a computational fluid dynamics simulation software that engineers and analysts use to intelligently predict how liquids and gases will perform. It helps to minimize the need for physical prototypes while providing deeper insight into fluid flow design performance.
Autodesk® Drive
is a way to securely store, preview, and share your 2D and 3D design data.
Autodesk® Viewer
is a tool that supports most 2D and 3D files, including DWG, STEP, DWF, RVT, and Solidworks, and works with over 80 file types on any device. Get the feedback you need with Autodesk Viewer’s annotation and drawing tools for easy online collaboration.
Autodesk BIM 360®
is a tool is part of the Autodesk Construction Cloud, connecting workflows, teams, and data to help you build better.
Autodesk® Build
is a construction management software for field execution and project management that empowers you to seamlessly collaborate and deliver construction projects on time, on budget.
Autodesk® Takeoff
is a tool that helps you work with competitive bids that are generated from accurate estimates produced from integrated 2D takeoffs and 3D quantities.
BuildingConnected
is the argest real-time construction network that connects owners and builders through an easy-to-use platform to streamline the bid and risk management process.
Bid Board Pro
is a tool that helps you see all bid invites across your entire office or division from one place. Know what needs to get done, who’s responsible for it and when it’s due. Track project files, deadlines and more during each stage of the bidding process.
TradeTapp
is a tool that helps you significantly decrease the time it takes to analyze subcontractor risk, annually or for a specific project. Advanced risk profiles enable a streamlined process and offer financial benchmarking, key metric calculations, capacity recommendations and safety performance history.
Design Review
is a CAD viewer software lets you view, mark up, print, and track changes to 2D and 3D files for free—without the original design software. Work with a variety of file formats, including: DWF, DWFx, DWG, and DXF (requires installation of free DWG TrueView software); Adobe PDF; as well as image…
EAGLE
is electronic design automation (EDA) software that lets printed circuit board (PCB) designers seamlessly connect schematic diagrams, component placement, PCB routing, and comprehensive library content.
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Fabrication ESTmep™, CADmep™, and CAMduct™
is a software that provides an integrated set of tools for MEP specialty contractors to estimate, detail, and drive fabrication of mechanical building systems. Also, create high LOD models of piping, plumbing, or ductwork systems in AutoCAD using CADmep. Content libraries used in ESTmep, CADmep,…
Formit
is an architectural modeling software for BIM-based 3D sketching. The pro version of FormIt includes the tools in the FormIt app, plus Dynamo computation, and collaboration and analysis features.
Helius Composite
is a tool that can help you simulate the material behavior of compound components. Built-in solvers minimize the need to have secondary finite element analysis (FEA) software to analyze material characteristics more quickly.
Helius PFA
is a progressive failure analysis software that predicts failure stages of composite materials. Helius PFA enables you to integrate composite and elastomeric material properties into your finite element analysis (FEA) program.
HSMWorks
is an ambedded CAM software for SOLIDWORKS® to design and generate CAM toolpaths without the hassle of changing software. Reduce cycle time and rework with CAD-embedded 2.5 to 5-axis milling, turning, and mill-turn capabilities. HSMWorks is included with your Fusion 360 subscription.
Insight
is a building performance analysis software that empowers architects and engineers to design more energy-efficient buildings with advanced simulation engines and building performance analysis data integrated in Revit.
Moldflow®
is a software tool that lets you troubleshoot problems with plastic injection and compression molding for design and manufacturing. Advanced tools and a simplified user interface help you address manufacturing challenges, such as part warpage, cooling channel efficiency, and cycle time reduction.
MotionBuilder®
is a 3D character animation software. Work in an interactive environment optimized to help you work faster and more efficiently without compromising creativity.
PlanGrid Build
is a Construction app built for the field. It allows you to complete tasks from anywhere on the jobsite with seamless access to Autodesk Build data, even when you’re offline.
Point Layout
is a construction layout software helps contractors and subcontractors bring model accuracy to the field and back. Connect models to layout and quality workflows. Get direct file format compatibility with robotic total station hardware, including Leica, Topcon, and Trimble.
Structural Bridge Design®
is a bridge analysis software for small to medium-span bridges used by engineers to deliver design reports faster.
Vault®
is a product data management (PDM) software helps streamline workflows. Everyone works from a central source of organized data—collaborating, reducing errors, and saving time.
Vehicle Tracking®
is a swept path analysis and design software to facilitate parking lot layout, roundabout design, and other design challenges impacted by vehicle movement.
VRED®
is a 3D visualization software helps automotive designers and engineers create product presentations, design reviews, and virtual prototypes using interactive GPU raytracing and both analytic and cloud-rendering modes.
Within Medical®
is a 3D printing orthopedic implant design software that enables designers to create medical implants to aid osseointegration.
Pype
is a tool that helps you reduce project risk and strengthen client relationships by automating processes that are critical for owner satisfaction and contract compliance.
Pype Closeout
is a tool provides a single portal for closeout documentation management, with digital document collection from subcontractors and powerful reporting dashboards. With subcontractor outreach automated, the Closeout platform ensures contract compliance and helps you get paid faster.
Pype SmartPlans
is a tool that locates and extracts all submittals from your uploaded plans automatically. Export product, equipment, and finish schedules into excel with a single click. SmartPlans’ powerful automation uses cutting edge artificial intelligence and machine learning to intelligently read your…
CAMplete
is a software tool that provides G-code post-processing, verification, and simulation for different kinds of CNC machinery. Import data from leading CAM software then use proven post-processors and highly accurate 3D machine models, developed in partnership with machine tool builders, to rapidly…
Vault PLM
is a tool that combines Vault Professional with Fusion Lifecycle for enterprise-wide collaboration and product lifecycle management.
LiDAR Development
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LiDAR Learning Resources
OpenStreetMap Wiki
An overview page with links to the most useful pages.
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LiDAR Tools & Frameworks
Light Detection and Ranging (lidar)
is a technology used to create high-resolution models of ground elevation with a vertical accuracy of 10 centimeters (4 inches). Lidar equipment, which includes a laser scanner, a Global Positioning System (GPS), and an Inertial Navigation System (INS), is typically mounted on a small aircraft.…
Mola
is a Modular Optimization framework for Localization and mApping (MOLA).
Lidar Toolbox™
is a tool that provides algorithms, functions, and apps for designing, analyzing, and testing lidar processing systems. You can perform object detection and tracking, semantic segmentation, shape fitting, lidar registration, and obstacle detection. Lidar Toolbox supports lidar-camera cross…
Automated Driving Toolbox™
is a MATLAB tool that provides algorithms and tools for designing, simulating, and testing ADAS and autonomous driving systems. You can design and test vision and lidar perception systems, as well as sensor fusion, path planning, and vehicle controllers. Visualization tools include a…
Microsoft AirSim
is a simulator for drones, cars and more, built on Unreal Engine (with an experimental Unity release). AirSim is open-source, cross platform, and supports software-in-the-loop simulation with popular flight controllers such as PX4 & ArduPilot and hardware-in-loop with PX4 for physically and…
LASer(LAS)
is a public file format for the interchange of 3-dimensional point cloud data data between data users. Although developed primarily for exchange of lidar point cloud data, this format supports the exchange of any 3-dimensional x,y,z tuplet. This binary file format is an alternative to proprietary…
3D point cloud
is a set of data points defined in a given three-dimensional coordinates system.. Point clouds can be produced directly by 3D scanner which records a large number of points returned from the external surfaces of objects or earth surface. These data are exchanged between LiDAR users mainly through…
ArcGIS Desktop
is powerful and cost-effective desktop geographic information system (GIS) software. It is the essential software package for GIS professionals. ArcGIS Desktop users can create, analyze, manage, and share geographic information so decision-makers can make intelligent, informed decisions.
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Linear Algebra
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Linear Algebra Learning Resources
Linear algebra
is the math of vectors and matrices. The only prerequisite for this guide is a basic understanding of high school math concepts like numbers, variables, equations, and the fundamental arithmetic operations on real numbers: addition (denoted +), subtraction (denoted −), multiplication (denoted…
Other Linear Topics >viii. Linear Regression
Linear regression
is an approach to model the relationship between two variables by fitting a linear equation to observed data. One variable is considered to be an explanatory variable, and the other is considered to be a dependent variable.
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Algorithms
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Fuzzy logic
is a heuristic approach that allows for more advanced decision-tree processing and better integration with rules-based programming.
Support Vector Machine (SVM)
is a supervised machine learning model that uses classification algorithms for two-group classification problems.
Neural networks
are a subset of machine learning and are at the heart of deep learning algorithms. The name/structure is inspired by the human brain copying the process that biological neurons/nodes signal to one another.
Convolutional Neural Networks (R-CNN)
is an object detection algorithm that first segments the image to find potential relevant bounding boxes and then run the detection algorithm to find most probable objects in those bounding boxes.
Recurrent neural networks (RNNs)
is a type of artificial neural network which uses sequential data or time series data.
Multilayer Perceptrons (MLPs)
is multi-layer neural networks composed of multiple layers of perceptrons with a threshold activation.
Random forest
is a commonly-used machine learning algorithm, which combines the output of multiple decision trees to reach a single result. A decision tree in a forest cannot be pruned for sampling and therefore, prediction selection. Its ease of use and flexibility have fueled its adoption, as it handles both…
Decision trees
are tree-structured models for classification and regression.
Naive Bayes
is a machine learning algorithm that is used solved calssification problems. It's based on applying Bayes' theorem with strong independence assumptions between the features.
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Machine Learning
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Learning Resources for ML
Machine Learning
is a branch of artificial intelligence (AI) focused on building apps using algorithms that learn from data models and improve their accuracy over time without needing to be programmed.
Machine Learning by Stanford University from Coursera
Renown entry-level online class with certificate. Taught by: Andrew Ng, Associate Professor, Stanford University; Chief Scientist, Baidu; Chairman and Co-founder, Coursera.
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Machine Learning Crash Course for Google Cloud
Google's fast-paced, practical introduction to machine learning. 🆓
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JupyterLab
The next-generation user interface for Project Jupyter.
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ML Frameworks, Libraries, and Tools
TensorFlow
is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.
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Keras
is a high-level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK, or Theano.It was developed with a focus on enabling fast experimentation. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, or PlaidML.
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PyTorch
is a library for deep learning on irregular input data such as graphs, point clouds, and manifolds. Primarily developed by Facebook's AI Research lab.
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Amazon SageMaker
is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning (ML) models quickly. SageMaker removes the heavy lifting from each step of the machine learning process to make it easier to develop high quality models.
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Azure Databricks
is a fast and collaborative Apache Spark-based big data analytics service designed for data science and data engineering. Azure Databricks, sets up your Apache Spark environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python,…
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Microsoft Cognitive Toolkit (CNTK)
is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and…
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Apple CoreML
is a framework that helps integrate machine learning models into your app. Core ML provides a unified representation for all models. Your app uses Core ML APIs and user data to make predictions, and to train or fine-tune models, all on the user's device. A model is the result of applying a machine…
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Tensorflow_macOS
is a Mac-optimized version of TensorFlow and TensorFlow Addons for macOS 11.0+ accelerated using Apple's ML Compute framework.
Apache OpenNLP
is an open-source library for a machine learning based toolkit used in the processing of natural language text. It features an API for use cases like Named Entity Recognition, Sentence Detection, POS(Part-Of-Speech) tagging, Tokenization Feature extraction, Chunking, Parsing, and Coreference…
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Apache Airflow
is an open-source workflow management platform created by the community to programmatically author, schedule and monitor workflows. Install. Principles. Scalable. Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to…
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Open Neural Network Exchange(ONNX)
is an open ecosystem that empowers AI developers to choose the right tools as their project evolves. ONNX provides an open source format for AI models, both deep learning and traditional ML. It defines an extensible computation graph model, as well as definitions of built-in operators and standard…
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Apache MXNet
is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, MXNet contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative…
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AutoGluon
is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
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Anaconda
is a very popular Data Science platform for machine learning and deep learning that enables users to develop models, train them, and deploy them.
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PlaidML
is an advanced and portable tensor compiler for enabling deep learning on laptops, embedded devices, or other devices where the available computing hardware is not well supported or the available software stack contains unpalatable license restrictions.
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OpenCV
is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
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Scikit-Learn
is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.
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Weka
is an open source machine learning software that can be accessed through a graphical user interface, standard terminal applications, or a Java API. It is widely used for teaching, research, and industrial applications, contains a plethora of built-in tools for standard machine learning tasks, and…
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Caffe
is a deep learning framework made with expression, speed, and modularity in mind. It is developed by Berkeley AI Research (BAIR)/The Berkeley Vision and Learning Center (BVLC) and community contributors.
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Theano
is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently including tight integration with NumPy.
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nGraph
is an open source C++ library, compiler and runtime for Deep Learning. The nGraph Compiler aims to accelerate developing AI workloads using any deep learning framework and deploying to a variety of hardware targets.It provides the freedom, performance, and ease-of-use to AI developers.
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NVIDIA cuDNN
is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2,…
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Jupyter Notebook
is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Jupyter is used widely in industries that do data cleaning and transformation, numerical simulation, statistical modeling, data visualization, data…
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Apache Spark
is a unified analytics engine for large-scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and…
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Apache Spark Connector for SQL Server and Azure SQL
is a high-performance connector that enables you to use transactional data in big data analytics and persists results for ad-hoc queries or reporting. The connector allows you to use any SQL database, on-premises or in the cloud, as an input data source or output data sink for Spark jobs.
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Apache PredictionIO
is an open source machine learning framework for developers, data scientists, and end users. It supports event collection, deployment of algorithms, evaluation, querying predictive results via REST APIs. It is based on scalable open source services like Hadoop, HBase (and other DBs),…
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Cluster Manager for Apache Kafka(CMAK)
is a tool for managing Apache Kafka clusters.
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BigDL
is a distributed deep learning library for Apache Spark. With BigDL, users can write their deep learning applications as standard Spark programs, which can directly run on top of existing Spark or Hadoop clusters.
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Eclipse Deeplearning4J (DL4J)
is a set of projects intended to support all the needs of a JVM-based(Scala, Kotlin, Clojure, and Groovy) deep learning application. This means starting with the raw data, loading and preprocessing it from wherever and whatever format it is in to building and tuning a wide variety of simple and…
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Tensorman
is a utility for easy management of Tensorflow containers by developed by System76.Tensorman allows Tensorflow to operate in an isolated environment that is contained from the rest of the system. This virtual environment can operate independent of the base system, allowing you to use any version…
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Numba
is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support…
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Chainer
is a Python-based deep learning framework aiming at flexibility. It provides automatic differentiation APIs based on the define-by-run approach (dynamic computational graphs) as well as object-oriented high-level APIs to build and train neural networks. It also supports CUDA/cuDNN using CuPy for…
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XGBoost
is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework. XGBoost provides a parallel tree boosting (also known as GBDT, GBM) that solve many data science problems…
cuML
is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the…
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Deep Learning
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Deep Learning Learning Resources
Deep Learning
is a subset of machine learning, which is essentially a neural network with three or more layers. These neural networks attempt to simulate the behavior of the human brain,though, far from matching its ability. This allows the neural networks to "learn" from large amounts of data. The Learning can…
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Machine Learning by Stanford University from Coursera
Renown entry-level online class with certificate. Taught by: Andrew Ng, Associate Professor, Stanford University; Chief Scientist, Baidu; Chairman and Co-founder, Coursera.
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Deep Learning Tools, Libraries, and Frameworks
NVIDIA cuDNN
is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2,…
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NVIDIA DLSS (Deep Learning Super Sampling)
is a temporal image upscaling AI rendering technology that increases graphics performance using dedicated Tensor Core AI processors on GeForce RTX™ GPUs. DLSS uses the power of a deep learning neural network to boost frame rates and generate beautiful, sharp images for your games.
AMD FidelityFX Super Resolution (FSR)
is an open source, high-quality solution for producing high resolution frames from lower resolution inputs. It enables “practical performance” for costly render operations, such as hardware ray tracing for the AMD RDNA™ and AMD RDNA™ 2 architectures.
Intel Xe Super Sampling (XeSS)
is a temporal image upscaling AI rendering technology that increases graphics performance similar to NVIDIA's DLSS (Deep Learning Super Sampling). Intel's Arc GPU architecture (early 2022) will have GPUs that feature dedicated Xe-cores to run XeSS. The GPUs will have Xe Matrix eXtenstions matrix…
Jupyter Notebook
is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Jupyter is used widely in industries that do data cleaning and transformation, numerical simulation, statistical modeling, data visualization, data…
In 6 listsDetails
Apache Spark
is a unified analytics engine for large-scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and…
In 7 listsDetails
Apache Spark Connector for SQL Server and Azure SQL
is a high-performance connector that enables you to use transactional data in big data analytics and persists results for ad-hoc queries or reporting. The connector allows you to use any SQL database, on-premises or in the cloud, as an input data source or output data sink for Spark jobs.
In 2 lists
Apache PredictionIO
is an open source machine learning framework for developers, data scientists, and end users. It supports event collection, deployment of algorithms, evaluation, querying predictive results via REST APIs. It is based on scalable open source services like Hadoop, HBase (and other DBs),…
In 2 lists
Cluster Manager for Apache Kafka(CMAK)
is a tool for managing Apache Kafka clusters.
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BigDL
is a distributed deep learning library for Apache Spark. With BigDL, users can write their deep learning applications as standard Spark programs, which can directly run on top of existing Spark or Hadoop clusters.
In 3 lists
Eclipse Deeplearning4J (DL4J)
is a set of projects intended to support all the needs of a JVM-based(Scala, Kotlin, Clojure, and Groovy) deep learning application. This means starting with the raw data, loading and preprocessing it from wherever and whatever format it is in to building and tuning a wide variety of simple and…
In 2 lists
Deep Learning Toolbox™
is a tool that provides a framework for designing and implementing deep neural networks with algorithms, pretrained models, and apps. You can use convolutional neural networks (ConvNets, CNNs) and long short-term memory (LSTM) networks to perform classification and regression on image,…
Reinforcement Learning Toolbox™
is a tool that provides an app, functions, and a Simulink® block for training policies using reinforcement learning algorithms, including DQN, PPO, SAC, and DDPG. You can use these policies to implement controllers and decision-making algorithms for complex applications such as resource…
Deep Learning HDL Toolbox™
is a tool that provides functions and tools to prototype and implement deep learning networks on FPGAs and SoCs. It provides pre-built bitstreams for running a variety of deep learning networks on supported Xilinx® and Intel® FPGA and SoC devices. Profiling and estimation tools let you customize a…
Parallel Computing Toolbox™
is a tool that lets you solve computationally and data-intensive problems using multicore processors, GPUs, and computer clusters. High-level constructs such as parallel for-loops, special array types, and parallelized numerical algorithms enable you to parallelize MATLAB® applications without…
XGBoost
is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework. XGBoost provides a parallel tree boosting (also known as GBDT, GBM) that solve many data science problems…
LIBSVM
is an integrated software for support vector classification, (C-SVC, nu-SVC), regression (epsilon-SVR, nu-SVR) and distribution estimation (one-class SVM). It supports multi-class classification.
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Scikit-Learn
is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.
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TensorFlow
is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.
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Keras
is a high-level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK, or Theano.It was developed with a focus on enabling fast experimentation. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, or PlaidML.
In 8 listsDetails
PyTorch
is a library for deep learning on irregular input data such as graphs, point clouds, and manifolds. Primarily developed by Facebook's AI Research lab.
In 4 lists
Azure Databricks
is a fast and collaborative Apache Spark-based big data analytics service designed for data science and data engineering. Azure Databricks, sets up your Apache Spark environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python,…
In 2 lists
Microsoft Cognitive Toolkit (CNTK)
is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and…
In 2 lists
Tensorflow_macOS
is a Mac-optimized version of TensorFlow and TensorFlow Addons for macOS 11.0+ accelerated using Apple's ML Compute framework.
Apache Airflow
is an open-source workflow management platform created by the community to programmatically author, schedule and monitor workflows. Install. Principles. Scalable. Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to…
In 9 listsDetails
Open Neural Network Exchange(ONNX)
is an open ecosystem that empowers AI developers to choose the right tools as their project evolves. ONNX provides an open source format for AI models, both deep learning and traditional ML. It defines an extensible computation graph model, as well as definitions of built-in operators and standard…
In 3 lists
Apache MXNet
is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, MXNet contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative…
In 2 lists
AutoGluon
is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
In 3 lists
Anaconda
is a very popular Data Science platform for machine learning and deep learning that enables users to develop models, train them, and deploy them.
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PlaidML
is an advanced and portable tensor compiler for enabling deep learning on laptops, embedded devices, or other devices where the available computing hardware is not well supported or the available software stack contains unpalatable license restrictions.
In 3 lists
OpenCV
is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
In 7 listsDetails
Weka
is an open source machine learning software that can be accessed through a graphical user interface, standard terminal applications, or a Java API. It is widely used for teaching, research, and industrial applications, contains a plethora of built-in tools for standard machine learning tasks, and…
In 3 lists
Caffe
is a deep learning framework made with expression, speed, and modularity in mind. It is developed by Berkeley AI Research (BAIR)/The Berkeley Vision and Learning Center (BVLC) and community contributors.
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Theano
is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently including tight integration with NumPy.
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Microsoft Project Bonsai
is a low-code AI platform that speeds AI-powered automation development and part of the Autonomous Systems suite from Microsoft. Bonsai is used to build AI components that can provide operator guidance or make independent decisions to optimize process variables, improve production efficiency, and…
Microsoft AirSim
is a simulator for drones, cars and more, built on Unreal Engine (with an experimental Unity release). AirSim is open-source, cross platform, and supports software-in-the-loop simulation with popular flight controllers such as PX4 & ArduPilot and hardware-in-loop with PX4 for physically and…
CARLA
is an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous driving systems. In addition to open-source code and protocols, CARLA provides open digital assets (urban layouts, buildings,…
In 5 listsDetails
ROS/ROS2 bridge for CARLA(package)
is a bridge that enables two-way communication between ROS and CARLA. The information from the CARLA server is translated to ROS topics. In the same way, the messages sent between nodes in ROS get translated to commands to be applied in CARLA.
In 2 lists
ROS Toolbox
is a tool that provides an interface connecting MATLAB® and Simulink® with the Robot Operating System (ROS and ROS 2), enabling you to create a network of ROS nodes. The toolbox includes MATLAB functions and Simulink blocks to import, analyze, and play back ROS data recorded in rosbag files. You…
Robotics Toolbox™
provides a toolbox that brings robotics specific functionality(designing, simulating, and testing manipulators, mobile robots, and humanoid robots) to MATLAB, exploiting the native capabilities of MATLAB (linear algebra, portability, graphics). The toolbox also supports mobile robots with…
Image Processing Toolbox™
is a tool that provides a comprehensive set of reference-standard algorithms and workflow apps for image processing, analysis, visualization, and algorithm development. You can perform image segmentation, image enhancement, noise reduction, geometric transformations, image registration, and 3D…
Computer Vision Toolbox™
is a tool that provides algorithms, functions, and apps for designing and testing computer vision, 3D vision, and video processing systems. You can perform object detection and tracking, as well as feature detection, extraction, and matching. You can automate calibration workflows for single,…
Model Predictive Control Toolbox™
is a tool that provides functions, an app, and Simulink® blocks for designing and simulating controllers using linear and nonlinear model predictive control (MPC). The toolbox lets you specify plant and disturbance models, horizons, constraints, and weights. By running closed-loop simulations, you…
Predictive Maintenance Toolbox™
is a tool that lets you manage sensor data, design condition indicators, and estimate the remaining useful life (RUL) of a machine. The toolbox provides functions and an interactive app for exploring, extracting, and ranking features using data-based and model-based techniques, including…
Vision HDL Toolbox™
is a tool that provides pixel-streaming algorithms for the design and implementation of vision systems on FPGAs and ASICs. It provides a design framework that supports a diverse set of interface types, frame sizes, and frame rates. The image processing, video, and computer vision algorithms in the…
Automated Driving Toolbox™
is a MATLAB tool that provides algorithms and tools for designing, simulating, and testing ADAS and autonomous driving systems. You can design and test vision and lidar perception systems, as well as sensor fusion, path planning, and vehicle controllers. Visualization tools include a…
UAV Toolbox
is an application that provides tools and reference applications for designing, simulating, testing, and deploying unmanned aerial vehicle (UAV) and drone applications. You can design autonomous flight algorithms, UAV missions, and flight controllers. The Flight Log Analyzer app lets you…
Navigation Toolbox™
is a tool that provides algorithms and analysis tools for motion planning, simultaneous localization and mapping (SLAM), and inertial navigation. The toolbox includes customizable search and sampling-based path planners, as well as metrics for validating and comparing paths. You can create 2D and…
Lidar Toolbox™
is a tool that provides algorithms, functions, and apps for designing, analyzing, and testing lidar processing systems. You can perform object detection and tracking, semantic segmentation, shape fitting, lidar registration, and obstacle detection. Lidar Toolbox supports lidar-camera cross…
Mapping Toolbox™
is a tool that provides algorithms and functions for transforming geographic data and creating map displays. You can visualize your data in a geographic context, build map displays from more than 60 map projections, and transform data from a variety of sources into a consistent geographic…
CUDA Development
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CUDA Learning Resources
CUDA
is a parallel computing platform and programming model developed by NVIDIA for general computing on graphical processing units (GPUs). With CUDA, developers are able to dramatically speed up computing applications by harnessing the power of GPUs. In GPU-accelerated applications, the sequential…
In 2 lists
CUDA on WSL
will instruct how to install the CUDA requirements inside WSL. Do not install a driver inside WSL. The Windows driver will be used through the 5.10 kernel.
In 2 lists
NVIDIA NGC
is a hub for GPU-optimized software for deep learning, machine learning, and high-performance computing (HPC) workloads.
NVIDIA NGC Containers
is a registry that provides researchers, data scientists, and developers with simple access to a comprehensive catalog of GPU-accelerated software for AI, machine learning and HPC. These containers take full advantage of NVIDIA GPUs on-premises and in the cloud.
CUDA Tools Libraries, and Frameworks
CUDA Toolkit
is a collection of tools & libraries that provide a development environment for creating high performance GPU-accelerated applications. The CUDA Toolkit allows you can develop, optimize, and deploy your applications on GPU-accelerated embedded systems, desktop workstations, enterprise data…
NVIDIA cuDNN
is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2,…
In 2 lists
CUDA-X HPC
is a collection of libraries, tools, compilers and APIs that help developers solve the world's most challenging problems. CUDA-X HPC includes highly tuned kernels essential for high-performance computing (HPC).
NVIDIA Container Toolkit
is a collection of tools & libraries that allows users to build and run GPU accelerated Docker containers. The toolkit includes a container runtime library and utilities to automatically configure containers to leverage NVIDIA GPUs.
In 2 lists
Minkowski Engine
is an auto-differentiation library for sparse tensors. It supports all standard neural network layers such as convolution, pooling, unpooling, and broadcasting operations for sparse tensors.
CUTLASS
is a collection of CUDA C++ template abstractions for implementing high-performance matrix-multiplication (GEMM) at all levels and scales within CUDA. It incorporates strategies for hierarchical decomposition and data movement similar to those used to implement cuBLAS.
In 2 lists
CUB
is a cooperative primitives for CUDA C++ kernel authors.
Tensorman
is a utility for easy management of Tensorflow containers by developed by System76.Tensorman allows Tensorflow to operate in an isolated environment that is contained from the rest of the system. This virtual environment can operate independent of the base system, allowing you to use any version…
In 2 lists
Numba
is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support…
In 8 listsDetails
Chainer
is a Python-based deep learning framework aiming at flexibility. It provides automatic differentiation APIs based on the define-by-run approach (dynamic computational graphs) as well as object-oriented high-level APIs to build and train neural networks. It also supports CUDA/cuDNN using CuPy for…
In 2 lists
CuPy
is an implementation of NumPy-compatible multi-dimensional array on CUDA. CuPy consists of the core multi-dimensional array class, cupy.ndarray, and many functions on it. It supports a subset of numpy.ndarray interface.
CatBoost
is a fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
In 3 lists
cuDF
is a GPU DataFrame library for loading, joining, aggregating, filtering, and otherwise manipulating data. cuDF provides a pandas-like API that will be familiar to data engineers & data scientists, so they can use it to easily accelerate their workflows without going into the details of CUDA…
In 2 lists
cuML
is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the…
In 7 listsDetails
ArrayFire
is a general-purpose library that simplifies the process of developing software that targets parallel and massively-parallel architectures including CPUs, GPUs, and other hardware acceleration devices.
Thrust
is a C++ parallel programming library which resembles the C++ Standard Library. Thrust's high-level interface greatly enhances programmer productivity while enabling performance portability between GPUs and multicore CPUs.
In 2 lists
AresDB
is a GPU-powered real-time analytics storage and query engine. It features low query latency, high data freshness and highly efficient in-memory and on disk storage management.
In 2 lists
Arraymancer
is a tensor (N-dimensional array) project in Nim. The main focus is providing a fast and ergonomic CPU, Cuda and OpenCL ndarray library on which to build a scientific computing ecosystem.
Kintinuous
is a real-time dense visual SLAM system capable of producing high quality globally consistent point and mesh reconstructions over hundreds of metres in real-time with only a low-cost commodity RGB-D sensor.
GraphVite
is a general graph embedding engine, dedicated to high-speed and large-scale embedding learning in various applications.
MATLAB Development
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MATLAB Learning Resources
MATLAB Tools, Libraries, Frameworks
MATLAB in the Cloud
is a service that allows you to run in cloud environments from MathWorks Cloud to Public Clouds including AWS and Azure.
MATLAB Online™
is a service that allows to users to uilitize MATLAB and Simulink through a web browser such as Google Chrome.
Simulink
is a block diagram environment for Model-Based Design. It supports simulation, automatic code generation, and continuous testing of embedded systems.
Simulink Online™
is a service that provides access to Simulink through your web browser.
MATLAB Drive™
is a service that gives you the ability to store, access, and work with your files from anywhere.
Parallel Computing Toolbox™
is a tool that lets you solve computationally and data-intensive problems using multicore processors, GPUs, and computer clusters. High-level constructs such as parallel for-loops, special array types, and parallelized numerical algorithms enable you to parallelize MATLAB® applications without…
MATLAB Schemer
is a MATLAB package makes it easy to change the color scheme (theme) of the MATLAB display and GUI.
In 2 lists
LRSLibrary
is a Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos. The library was designed for moving object detection in videos, but it can be also used for other computer vision and machine learning problems.
In 2 lists
Image Processing Toolbox™
is a tool that provides a comprehensive set of reference-standard algorithms and workflow apps for image processing, analysis, visualization, and algorithm development. You can perform image segmentation, image enhancement, noise reduction, geometric transformations, image registration, and 3D…
Computer Vision Toolbox™
is a tool that provides algorithms, functions, and apps for designing and testing computer vision, 3D vision, and video processing systems. You can perform object detection and tracking, as well as feature detection, extraction, and matching. You can automate calibration workflows for single,…
Statistics and Machine Learning Toolbox™
is a tool that provides functions and apps to describe, analyze, and model data. You can use descriptive statistics, visualizations, and clustering for exploratory data analysis; fit probability distributions to data; generate random numbers for Monte Carlo simulations, and perform hypothesis…
Lidar Toolbox™
is a tool that provides algorithms, functions, and apps for designing, analyzing, and testing lidar processing systems. You can perform object detection and tracking, semantic segmentation, shape fitting, lidar registration, and obstacle detection. Lidar Toolbox supports lidar-camera cross…
Mapping Toolbox™
is a tool that provides algorithms and functions for transforming geographic data and creating map displays. You can visualize your data in a geographic context, build map displays from more than 60 map projections, and transform data from a variety of sources into a consistent geographic…
UAV Toolbox
is an application that provides tools and reference applications for designing, simulating, testing, and deploying unmanned aerial vehicle (UAV) and drone applications. You can design autonomous flight algorithms, UAV missions, and flight controllers. The Flight Log Analyzer app lets you…
Partial Differential Equation Toolbox™
is a tool that provides functions for solving structural mechanics, heat transfer, and general partial differential equations (PDEs) using finite element analysis.
ROS Toolbox
is a tool that provides an interface connecting MATLAB® and Simulink® with the Robot Operating System (ROS and ROS 2), enabling you to create a network of ROS nodes. The toolbox includes MATLAB functions and Simulink blocks to import, analyze, and play back ROS data recorded in rosbag files. You…
Robotics Toolbox™
provides a toolbox that brings robotics specific functionality(designing, simulating, and testing manipulators, mobile robots, and humanoid robots) to MATLAB, exploiting the native capabilities of MATLAB (linear algebra, portability, graphics). The toolbox also supports mobile robots with…
Deep Learning Toolbox™
is a tool that provides a framework for designing and implementing deep neural networks with algorithms, pretrained models, and apps. You can use convolutional neural networks (ConvNets, CNNs) and long short-term memory (LSTM) networks to perform classification and regression on image,…
Reinforcement Learning Toolbox™
is a tool that provides an app, functions, and a Simulink® block for training policies using reinforcement learning algorithms, including DQN, PPO, SAC, and DDPG. You can use these policies to implement controllers and decision-making algorithms for complex applications such as resource…
Deep Learning HDL Toolbox™
is a tool that provides functions and tools to prototype and implement deep learning networks on FPGAs and SoCs. It provides pre-built bitstreams for running a variety of deep learning networks on supported Xilinx® and Intel® FPGA and SoC devices. Profiling and estimation tools let you customize a…
Model Predictive Control Toolbox™
is a tool that provides functions, an app, and Simulink® blocks for designing and simulating controllers using linear and nonlinear model predictive control (MPC). The toolbox lets you specify plant and disturbance models, horizons, constraints, and weights. By running closed-loop simulations, you…
Vision HDL Toolbox™
is a tool that provides pixel-streaming algorithms for the design and implementation of vision systems on FPGAs and ASICs. It provides a design framework that supports a diverse set of interface types, frame sizes, and frame rates. The image processing, video, and computer vision algorithms in the…
SoC Blockset™
is a tool that provides Simulink® blocks and visualization tools for modeling, simulating, and analyzing hardware and software architectures for ASICs, FPGAs, and systems on a chip (SoC). You can build your system architecture using memory models, bus models, and I/O models, and simulate the…
Wireless HDL Toolbox™
is a tool that provides pre-verified, hardware-ready Simulink® blocks and subsystems for developing 5G, LTE, and custom OFDM-based wireless communication applications. It includes reference applications, IP blocks, and gateways between frame and sample-based processing.
ThingSpeak™
is an IoT analytics service that allows you to aggregate, visualize, and analyze live data streams in the cloud. ThingSpeak provides instant visualizations of data posted by your devices to ThingSpeak. With the ability to execute MATLAB® code in ThingSpeak, you can perform online analysis and…
SEA-MAT
is a collaborative effort to organize and distribute Matlab tools for the Oceanographic Community.
Gramm
is a complete data visualization toolbox for Matlab. It provides an easy to use and high-level interface to produce publication-quality plots of complex data with varied statistical visualizations. Gramm is inspired by R's ggplot2 library.
In 2 lists
hctsa
is a software package for running highly comparative time-series analysis using Matlab.
Plotly
is a Graphing Library for MATLAB.
YALMIP
is a MATLAB toolbox for optimization modeling.
GNU Octave
is a high-level interpreted language, primarily intended for numerical computations. It provides capabilities for the numerical solution of linear and nonlinear problems, and for performing other numerical experiments. It also provides extensive graphics capabilities for data visualization and…
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C/C++ Development
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C/C++ Learning Resources
C++
is a cross-platform language that can be used to build high-performance applications developed by Bjarne Stroustrup, as an extension to the C language.
C
is a general-purpose, high-level language that was originally developed by Dennis M. Ritchie to develop the UNIX operating system at Bell Labs. It supports structured programming, lexical variable scope, and recursion, with a static type system. C also provides constructs that map efficiently to…
Embedded C
is a set of language extensions for the C programming language by the C Standards Committee to address issues that exist between C extensions for different embedded systems. The extensions hep enhance microprocessor features such as fixed-point arithmetic, multiple distinct memory banks, and basic…
Open source C++ libraries on cppreference.com
Comprehensive list of open source C++ libraries.
In 2 lists
Google C++ Style Guide
C++ coding standards and best practices.
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C++ Core Guidelines
"Official" set of C++ guidelines, reviewed by the author of C++.
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Learn C++
🔥 - Walks you through all the steps to write, compile, and debug C++.
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C/C++ Tools and Frameworks
Visual Studio
is an integrated development environment (IDE) from Microsoft; which is a feature-rich application that can be used for many aspects of software development. Visual Studio makes it easy to edit, debug, build, and publish your app. By using Microsoft software development platforms such as Windows…
In 2 lists
Visual Studio Code
is a lightweight but powerful source code editor which runs on your desktop and is available for Windows, macOS and Linux. It comes with built-in support for JavaScript, TypeScript and Node.js and has a rich ecosystem of extensions for other languages (such as C++, C#, Java, Python, PHP, Go) and…
In 26 listsDetails
Vcpkg
is a C++ Library Manager for Windows, Linux, and MacOS.
In 3 lists
ReSharper C++
is a Visual Studio Extension for C++ developers developed by JetBrains.
AppCode
is constantly monitoring the quality of your code. It warns you of errors and smells and suggests quick-fixes to resolve them automatically. AppCode provides lots of code inspections for Objective-C, Swift, C/C++, and a number of code inspections for other supported languages.
In 3 lists
JetBrains Fleet
is a IDE(Integrated Development Environment) that uses the IntelliJ code-processing engine, with a distributed IDE architecture. It's available on macOS, Windows, or Linux.
In 2 lists
CLion
is a cross-platform IDE for C and C++ developers developed by JetBrains.
Code::Blocks
is a free C/C++ and Fortran IDE built to meet the most demanding needs of its users. It is designed to be very extensible and fully configurable. Built around a plugin framework, Code::Blocks can be extended with plugins.
In 2 lists
CppSharp
is a tool and set of libraries which facilitates the usage of native C/C++ code with the .NET ecosystem. It consumes C/C++ header and library files and generates the necessary glue code to surface the native API as a managed API. Such an API can be used to consume an existing native library in…
In 3 lists
Conan
is an Open Source Package Manager for C++ development and dependency management into the 21st century and on par with the other development ecosystems.
In 3 lists
High Performance Computing (HPC) SDK
is a comprehensive toolbox for GPU accelerating HPC modeling and simulation applications. It includes the C, C++, and Fortran compilers, libraries, and analysis tools necessary for developing HPC applications on the NVIDIA platform.
Thrust
is a C++ parallel programming library which resembles the C++ Standard Library. Thrust's high-level interface greatly enhances programmer productivity while enabling performance portability between GPUs and multicore CPUs.
In 2 lists
Boost
is an educational opportunity focused on cutting-edge C++. Boost has been a participant in the annual Google Summer of Code since 2007, in which students develop their skills by working on Boost Library development.
Automake
is a tool for automatically generating Makefile.in files compliant with the GNU Coding Standards. Automake requires the use of GNU Autoconf.
In 2 lists
Cmake
is an open-source, cross-platform family of tools designed to build, test and package software. CMake is used to control the software compilation process using simple platform and compiler independent configuration files, and generate native makefiles and workspaces that can be used in the…
In 6 listsDetails
GDB
is a debugger, that allows you to see what is going on `inside' another program while it executes or what another program was doing at the moment it crashed.
GCC
is a compiler Collection that includes front ends for C, C++, Objective-C, Fortran, Ada, Go, and D, as well as libraries for these languages.
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GSL
is a numerical library for C and C++ programmers. It is free software under the GNU General Public License. The library provides a wide range of mathematical routines such as random number generators, special functions and least-squares fitting. There are over 1000 functions in total with an…
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OpenGL Extension Wrangler Library (GLEW)
is a cross-platform open-source C/C++ extension loading library. GLEW provides efficient run-time mechanisms for determining which OpenGL extensions are supported on the target platform.
Libtool
is a generic library support script that hides the complexity of using shared libraries behind a consistent, portable interface. To use Libtool, add the new generic library building commands to your Makefile, Makefile.in, or Makefile.am.
Maven
is a software project management and comprehension tool. Based on the concept of a project object model (POM), Maven can manage a project's build, reporting and documentation from a central piece of information.
In 3 lists
TAU (Tuning And Analysis Utilities)
is capable of gathering performance information through instrumentation of functions, methods, basic blocks, and statements as well as event-based sampling. All C++ language features are supported including templates and namespaces.
Clang
is a production quality C, Objective-C, C++ and Objective-C++ compiler when targeting X86-32, X86-64, and ARM (other targets may have caveats, but are usually easy to fix). Clang is used in production to build performance-critical software like Google Chrome or Firefox.
In 3 lists
OpenCV
is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
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Libcu++
is the NVIDIA C++ Standard Library for your entire system. It provides a heterogeneous implementation of the C++ Standard Library that can be used in and between CPU and GPU code.
ANTLR (ANother Tool for Language Recognition)
is a powerful parser generator for reading, processing, executing, or translating structured text or binary files. It's widely used to build languages, tools, and frameworks. From a grammar, ANTLR generates a parser that can build parse trees and also generates a listener interface that makes it…
Oat++
is a light and powerful C++ web framework for highly scalable and resource-efficient web application. It's zero-dependency and easy-portable.
JavaCPP
is a program that provides efficient access to native C++ inside Java, not unlike the way some C/C++ compilers interact with assembly language.
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Cython
is a language that makes writing C extensions for Python as easy as Python itself. Cython is based on Pyrex, but supports more cutting edge functionality and optimizations such as calling C functions and declaring C types on variables and class attributes.
Infer
is a static analysis tool for Java, C++, Objective-C, and C. Infer is written in OCaml.
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Python Development
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Python Learning Resources
Python
is an interpreted, high-level programming language. Python is used heavily in the fields of Data Science and Machine Learning.
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Python Developer’s Guide
is a comprehensive resource for contributing to Python – for both new and experienced contributors. It is maintained by the same community that maintains Python.
Azure Functions Python developer guide
is an introduction to developing Azure Functions using Python. The content below assumes that you've already read the Azure Functions developers guide.
CheckiO
is a programming learning platform and a gamified website that teaches Python through solving code challenges and competing for the most elegant and creative solutions.
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Google's Python Style Guide
is a style guide of dos and don’ts used in Google Python programs. Useful to set some guidelines on how you write code.
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Google's Python Education Class
Recommended
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Real Python
Real Python is a leading provider of online Python education. They regularly publish new articles, books, courses, and videos of basic to advanced Python concepts.
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Codecademy's Python 3 course
Learn Python by Codecademy.
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Python Frameworks, Libraries, and Tools
Python Package Index (PyPI)
is a repository of software for the Python programming language. PyPI helps you find and install software developed and shared by the Python community.
PyCharm
is the best IDE I've ever used. With PyCharm, you can access the command line, connect to a database, create a virtual environment, and manage your version control system all in one place, saving time by avoiding constantly switching between windows.
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Python Tools for Visual Studio(PTVS)
is a free, open source plugin that turns Visual Studio into a Python IDE. It supports editing, browsing, IntelliSense, mixed Python/C++ debugging, remote Linux/MacOS debugging, profiling, IPython, and web development with Django and other frameworks.
Django
is a high-level Python Web framework that encourages rapid development and clean, pragmatic design.
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Flask
is a micro web framework written in Python. It is classified as a microframework because it does not require particular tools or libraries.
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Web2py
is an open-source web application framework written in Python allowing allows web developers to program dynamic web content. One web2py instance can run multiple web sites using different databases.
AWS Chalice
is a framework for writing serverless apps in python. It allows you to quickly create and deploy applications that use AWS Lambda.
In 5 listsDetails
Tornado
is a Python web framework and asynchronous networking library. Tornado uses a non-blocking network I/O, which can scale to tens of thousands of open connections.
HTTPie
is a command line HTTP client that makes CLI interaction with web services as easy as possible. HTTPie is designed for testing, debugging, and generally interacting with APIs & HTTP servers.
In 7 listsDetails
Scrapy
is a fast high-level web crawling and web scraping framework, used to crawl websites and extract structured data from their pages. It can be used for a wide range of purposes, from data mining to monitoring and automated testing.
In 5 listsDetails
Sentry
is a service that helps you monitor and fix crashes in realtime. The server is in Python, but it contains a full API for sending events from any language, in any application.
In 8 listsDetails
Pipenv
is a tool that aims to bring the best of all packaging worlds (bundler, composer, npm, cargo, yarn, etc.) to the Python world.
In 4 lists
Python Fire
is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
In 5 listsDetails
Bottle
is a fast, simple and lightweight WSGI micro web-framework for Python. It is distributed as a single file module and has no dependencies other than the Python Standard Library.
In 3 lists
CherryPy
is a minimalist Python object-oriented HTTP web framework.
Sanic
is a Python 3.6+ web server and web framework that's written to go fast.
Pyramid
is a small and fast open source Python web framework. It makes real-world web application development and deployment more fun and more productive.
In 2 lists
TurboGears
is a hybrid web framework able to act both as a Full Stack framework or as a Microframework.
Falcon
is a reliable, high-performance Python web framework for building large-scale app backends and microservices with support for MongoDB, Pluggable Applications and autogenerated Admin.
In 3 lists
Neural Network Intelligence(NNI)
is an open source AutoML toolkit for automate machine learning lifecycle, including Feature Engineering, Neural Architecture Search, Model Compression and Hyperparameter Tuning.
In 5 listsDetails
Dash
is a popular Python framework for building ML & data science web apps for Python, R, Julia, and Jupyter.
In 2 lists
Luigi
is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built-in.
In 15 listsDetails
Locust
is an easy to use, scriptable and scalable performance testing tool.
In 3 lists
Pillow
is a friendly PIL(Python Imaging Library) fork.
IPython
is a command shell for interactive computing in multiple programming languages, originally developed for the Python programming language, that offers enhanced introspection, rich media, additional shell syntax, tab completion, and rich history.
In 2 lists
GraphLab Create
is a Python library, backed by a C++ engine, for quickly building large-scale, high-performance machine learning models.
Pandas
is a fast, powerful, and easy to use open source data structrures, data analysis and manipulation tool, built on top of the Python programming language.
In 5 listsDetails
PuLP
is an Linear Programming modeler written in python. PuLP can generate LP files and call on use highly optimized solvers, GLPK, COIN CLP/CBC, CPLEX, and GUROBI, to solve these linear problems.
Matplotlib
is a 2D plotting library for creating static, animated, and interactive visualizations in Python. Matplotlib produces publication-quality figures in a variety of hardcopy formats and interactive environments across platforms.
In 4 listsDetails
Scikit-Learn
is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.
In 5 listsDetails
Lua Development
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In 2 listsDetails
Lua Learning Resources
Lua
is a subset of the C programming language designed to be a lightweight embeddable scripting language used by many frameworks and games.
In 2 lists
Lua Tools, Libraries, and Frameworks
Lua Language Server
is an extension for VSCode that provides support for the Lua Language Server.
Apache APISIX
is a dynamic, real-time, high-performance API gateway, based on the Nginx library and etcd.
In 6 listsDetails
NodeMCU
is an open source Lua based firmware for the ESP8266 WiFi SOC from Espressif and uses an on-module flash-based SPIFFS file system.
In 3 lists
MoonScript
is a programmer friendly language that compiles into Lua.
In 2 lists
Lapis
is a web framework for Lua/MoonScript supporting OpenResty or http.server.
Algernon
is a web server with built-in support for QUIC, HTTP/2, Lua, Markdown, Pongo2, HyperApp, Amber, Sass(SCSS), GCSS, JSX, BoltDB (built-in, stores the database in a file, like SQLite), Redis, PostgreSQL, MariaDB/MySQL, rate limiting, graceful shutdown, plugins, users and permissions.
In 2 lists
Lua Fun
is a high-performance functional programming library for Lua designed with LuaJIT's trace compiler in mind.
Luakit
is a fast, light and simple to use micro-browser framework extensible by Lua using the WebKit web content engine and the GTK+ toolkit.
In 2 lists
Lua Resty HTTP
is an HTTP client cosocket driver for OpenResty/ ngx_lua.
NLua
is a bridge between Lua world and the .NET (compatible with .NET Core/UWP/Mac/Linux/Android/iOS/tvOS).
In 2 lists
Networking
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In 2 listsDetails
Networking Tools & Concepts
cURL
is a computer software project providing a library and command-line tool for transferring data using various network protocols(HTTP, HTTPS, FTP, FTPS, SCP, SFTP, TFTP, DICT, TELNET, LDAP LDAPS, MQTT, POP3, POP3S, RTMP, RTMPS, RTSP, SCP, SFTP, SMB, SMBS, SMTP or SMTPS). cURL is also used in cars,…
In 2 lists
cURL Fuzzer
is a quality assurance testing for the curl project.
In 2 lists
DoH
is a stand-alone application for DoH (DNS-over-HTTPS) name resolves and lookups.
In 2 lists
Authelia
is an open-source highly-available authentication server providing single sign-on capability and two-factor authentication to applications running behind NGINX.
In 4 listsDetails
nginx(engine x)
is an HTTP and reverse proxy server, a mail proxy server, and a generic TCP/UDP proxy server, originally written by Igor Sysoev.
In 3 lists
Proxmox Virtual Environment(VE)
is a complete open-source platform for enterprise virtualization. It inlcudes a built-in web interface that you can easily manage VMs and containers, software-defined storage and networking, high-availability clustering, and multiple out-of-the-box tools on a single solution.
In 2 lists
Wireshark
is a very popular network protocol analyzer that is commonly used for network troubleshooting, analysis, and communications protocol development. Learn more about the other useful Wireshark Tools available.
In 20 listsDetails
HTTPie
is a command line HTTP client that makes CLI interaction with web services as easy as possible. HTTPie is designed for testing, debugging, and generally interacting with APIs & HTTP servers.
In 7 listsDetails
HTTPStat
is a tool that visualizes curl statistics in a simple layout.
In 4 lists
Network Protocols
REST(REpresentational State Transfer)
is an architectural style for providing standards between computer systems on the web, making it easier for systems to communicate with each other.
In 2 lists
JSON Web Token (JWT)
is a compact URL-safe means of representing claims to be transferred between two parties. The claims in a JWT are encoded as a JSON object that is digitally signed using JSON Web Signature (JWS).
In 4 lists
OAuth 2.0
is an open source authorization framework that enables applications to obtain limited access to user accounts on an HTTP service, such as Amazon, Google, Facebook, Microsoft, Twitter GitHub, and DigitalOcean. It works by delegating user authentication to the service that hosts the user account,…
In 2 lists
Databases
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In 2 listsDetails
SQL/NoSQL Learning Resources
SQL
is a standard language for storing, manipulating and retrieving data in relational databases.
In 2 lists
NoSQL
is a database that is interchangeably referred to as "nonrelational, or "non-SQL" to highlight that the database can handle huge volumes of rapidly changing, unstructured data in different ways than a relational (SQL-based) database with rows and tables.
In 2 lists
Transact-SQL(T-SQL)
is a Microsoft extension of SQL with all of the tools and applications communicating to a SQL database by sending T-SQL commands.
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What is NoSQL?
Great high-level overview of NoSQL databases and how they compare to SQL database technologies and terminologies. Serves as landing page for Amazon's AWS services for NoSQL options of key-value (Amazon DynamoDB), document (Amazon DocumentDB), graph (Amazon Neptune), in-memory (Amazon ElastiCache),…
In 3 lists
SQL/NoSQL Tools and Databases
Netdata
is high-fidelity infrastructure monitoring and troubleshooting, real-time monitoring Agent collects thousands of metrics from systems, hardware, containers, and applications with zero configuration. It runs permanently on all your physical/virtual servers, containers, cloud deployments, and…
In 7 listsDetails
Azure Data Studio
is an open source data management tool that enables working with SQL Server, Azure SQL DB and SQL DW from Windows, macOS and Linux.
In 4 lists
Azure SQL Database
is the intelligent, scalable, relational database service built for the cloud. It’s evergreen and always up to date, with AI-powered and automated features that optimize performance and durability for you. Serverless compute and Hyperscale storage options automatically scale resources on demand,…
Azure SQL Managed Instance
is a fully managed SQL Server Database engine instance that's hosted in Azure and placed in your network. This deployment model makes it easy to lift and shift your on-premises applications to the cloud with very few application and database changes. Managed instance has split compute and storage…
Azure Synapse Analytics
is a limitless analytics service that brings together enterprise data warehousing and Big Data analytics. It gives you the freedom to query data on your terms, using either serverless or provisioned resources at scale. It brings together the best of the SQL technologies used in enterprise data…
MSSQL for Visual Studio Code
is an extension for developing Microsoft SQL Server, Azure SQL Database and SQL Data Warehouse everywhere with a rich set of functionalities.
SQL Server Data Tools (SSDT)
is a development tool for building SQL Server relational databases, Azure SQL Databases, Analysis Services (AS) data models, Integration Services (IS) packages, and Reporting Services (RS) reports. With SSDT, a developer can design and deploy any SQL Server content type with the same ease as they…
Bulk Copy Program
is a command-line tool that comes with Microsoft SQL Server. BCP, allows you to import and export large amounts of data in and out of SQL Server databases quickly snd efficeiently.
SQL Server Migration Assistant
is a tool from Microsoft that simplifies database migration process from Oracle to SQL Server, Azure SQL Database, Azure SQL Database Managed Instance and Azure SQL Data Warehouse.
SQL Server Integration Services
is a development platform for building enterprise-level data integration and data transformations solutions. Use Integration Services to solve complex business problems by copying or downloading files, loading data warehouses, cleansing and mining data, and managing SQL Server objects and data.
SQL Server Business Intelligence(BI)
is a collection of tools in Microsoft's SQL Server for transforming raw data into information businesses can use to make decisions.
Tableau
is a Data Visualization software used in relational databases, cloud databases, and spreadsheets. Tableau was acquired by Salesforce in August 2019.
In 7 listsDetails
DataGrip
is a professional DataBase IDE developed by Jet Brains that provides context-sensitive code completion, helping you to write SQL code faster. Completion is aware of the tables structure, foreign keys, and even database objects created in code you're editing.
In 8 listsDetails
RStudio
is an integrated development environment for R and Python, with a console, syntax-highlighting editor that supports direct code execution, and tools for plotting, history, debugging and workspace management.
In 7 listsDetails
MySQL
is a fully managed database service to deploy cloud-native applications using the world's most popular open source database.
In 9 listsDetails
PostgreSQL
is a powerful, open source object-relational database system with over 30 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance.
In 9 listsDetails
Amazon DynamoDB
is a key-value and document database that delivers single-digit millisecond performance at any scale. It is a fully managed, multiregion, multimaster, durable database with built-in security, backup and restore, and in-memory caching for internet-scale applications.
In 7 listsDetails
Apache Cassandra™
is an open source NoSQL distributed database trusted by thousands of companies for scalability and high availability without compromising performance. Cassandra provides linear scalability and proven fault-tolerance on commodity hardware or cloud infrastructure make it the perfect platform for…
In 4 listsDetails
Apache HBase™
is an open-source, NoSQL, distributed big data store. It enables random, strictly consistent, real-time access to petabytes of data. HBase is very effective for handling large, sparse datasets. HBase serves as a direct input and output to the Apache MapReduce framework for Hadoop, and works with…
In 4 listsDetails
Hadoop Distributed File System (HDFS)
is a distributed file system that handles large data sets running on commodity hardware. It is used to scale a single Apache Hadoop cluster to hundreds (and even thousands) of nodes. HDFS is one of the major components of Apache Hadoop, the others being MapReduce and YARN.
In 2 lists
Apache Mesos
is a cluster manager that provides efficient resource isolation and sharing across distributed applications, or frameworks. It can run Hadoop, Jenkins, Spark, Aurora, and other frameworks on a dynamically shared pool of nodes.
In 5 listsDetails
Apache Spark
is a unified analytics engine for large-scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and…
In 7 listsDetails
ElasticSearch
is a search engine based on the Lucene library. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
In 11 listsDetails
Logstash
is a tool for managing events and logs. When used generically, the term encompasses a larger system of log collection, processing, storage and searching activities.
In 8 listsDetails
Kibana
is an open source data visualization plugin for Elasticsearch. It provides visualization capabilities on top of the content indexed on an Elasticsearch cluster. Users can create bar, line and scatter plots, or pie charts and maps on top of large volumes of data.
In 7 listsDetails
Trino
is a Distributed SQL query engine for big data. It is able to tremendously speed up ETL processes, allow them all to use standard SQL statement, and work with numerous data sources and targets all in the same system.
In 4 listsDetails
Extract, transform, and load (ETL)
is a data pipeline used to collect data from various sources, transform the data according to business rules, and load it into a destination data store.
In 2 lists
Redis(REmote DIctionary Server)
is an open source (BSD licensed), in-memory data structure store, used as a database, cache, and message broker. It provides data structures such as strings, hashes, lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, geospatial indexes, and streams.
In 8 listsDetails
FoundationDB
is an open source distributed database designed to handle large volumes of structured data across clusters of commodity servers. It organizes data as an ordered key-value store and employs ACID transactions for all operations. It is especially well-suited for read/write workloads but also has…
In 3 lists
IBM DB2
is a collection of hybrid data management products offering a complete suite of AI-empowered capabilities designed to help you manage both structured and unstructured data on premises as well as in private and public cloud environments. Db2 is built on an intelligent common SQL engine designed for…
In 2 lists
OracleDB
is a powerful fully managed database helps developers manage business-critical data with the highest availability, reliability, and security.
In 2 lists
MariaDB
is an enterprise open source database solution for modern, mission-critical applications.
In 2 lists
SQLite
is a C-language library that implements a small, fast, self-contained, high-reliability, full-featured, SQL database engine.SQLite is the most used database engine in the world. SQLite is built into all mobile phones and most computers and comes bundled inside countless other applications that…
In 7 listsDetails
SQLite Database Browser
is an open source SQL tool that allows users to create, design and edits SQLite database files. It lets users show a log of all the SQL commands that have been issued by them and by the application itself.
In 5 listsDetails
InfluxDB
is an open source time series platform. This includes APIs for storing and querying data, processing it in the background for ETL or monitoring and alerting purposes, user dashboards, Internet of Things sensor data, and visualizing and exploring the data and more. It also has support for…
In 7 listsDetails
Atlas
is an in-memory dimensional time series database.
In 3 lists
CouchbaseDB
is an open source distributed multi-model NoSQL document-oriented database. It creates a key-value store with managed cache for sub-millisecond data operations, with purpose-built indexers for efficient queries and a powerful query engine for executing SQL queries.
In 5 listsDetails
dbWatch
is a complete database monitoring/management solution for SQL Server, Oracle, PostgreSQL, Sybase, MySQL and Azure. Designed for proactive management and automation of routine maintenance in large scale on-premise, hybrid/cloud database environments.
In 2 lists
Cosmos DB Profiler
is a real-time visual debugger allowing a development team to gain valuable insight and perspective into their usage of Cosmos DB database. It identifies over a dozen suspicious behaviors from your application’s interaction with Cosmos DB.
In 2 lists
Adminer
is an SQL management client tool for managing databases, tables, relations, indexes, users. Adminer has support for all the popular database management systems such as MySQL, MariaDB, PostgreSQL, SQLite, MS SQL, Oracle, Firebird, SimpleDB, Elasticsearch and MongoDB.
In 3 lists
DBeaver
is an open source database tool for developers and database administrators. It offers supports for JDBC compliant databases such as MySQL, Oracle, IBM DB2, SQL Server, Firebird, SQLite, Sybase, Teradata, Firebird, Apache Hive, Phoenix, and Presto.
In 6 listsDetails
DbVisualizer
is a SQL management tool that allows users to manage a wide range of databases such as Oracle, Sybase, SQL Server, MySQL, H3, and SQLite.
In 4 lists
AppDynamics Database
is a management product for Microsoft SQL Server. With AppDynamics you can monitor and trend key performance metrics such as resource consumption, database objects, schema statistics and more, allowing you to proactively tune and fix issues in a High-Volume Production Environment.
In 2 lists
Toad
is a SQL Server DBMS toolset developed by Quest. It increases productivity by using extensive automation, intuitive workflows, and built-in expertise. This SQL management tool resolve issues, manage change and promote the highest levels of code quality for both relational and non-relational…
In 3 lists
Lepide SQL Server
is an open source storage manager utility to analyse the performance of SQL Servers. It provides a complete overview of all configuration and permission changes being made to your SQL Server environment through an easy-to-use, graphical user interface.
In 2 lists
Sequel Pro
is a fast MacOS database management tool for working with MySQL. This SQL management tool helpful for interacting with your database by easily to adding new databases, new tables, and new rows.
In 2 lists
Related lists in Platforms
See category94
Awesome Mac
jaywcjlove/awesome-mac
This project is dedicated to collecting high-quality macOS software and organizing them systematically by different categories for easy search and use.
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Open Source Mac Os Apps
serhii-londar/open-source-mac-os-apps
🚀 Awesome list of open source applications for macOS. https://t.me/s/opensourcemacosapps
91
Awesome-Kubernetes
ramitsurana/awesome-kubernetes
A curated list for awesome kubernetes sources :ship::tada:
90
Awesome Nodejs
sindresorhus/awesome-nodejs
:zap: Delightful Node.js packages and resources [BECAUSE OF TOO MUCH SPAM AND LOW-QUALITY SUBMISSIONS, SUBMISSIONS ARE PAUSED TEMPORARILY]
90
Awesome Home Assistant
frenck/awesome-home-assistant
A curated list of amazingly awesome Home Assistant resources.
90
Awesome Ios
vsouza/awesome-ios
A curated list of awesome iOS ecosystem, including Objective-C and Swift Projects