0. Papers - 当前论文
Everything you need about Active Learning (AL).
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
2. Reviews & Tutorials - 相关综述及教程 >Reviews / Surveys - 综述:
2. Reviews & Tutorials - 相关综述及教程 >Benchmarks - 基线:
2. Reviews & Tutorials - 相关综述及教程 >Tutorials - 教程
Active Learning from Theory to Practice
Robert Nowak & Steve Hanneke
Overview of Active Learning for Deep Learning
Jacob Gildenblat
7. Codes / Libraries - 代码与工具包
AL playground
Python(scikit-learn, keras)
libact
Python(scikit-learn)
ALiPy
Python(scikit-learn)
pytorch_active_learning
Python(pytorch)
DeepAL
Python(scikit-learn, pytorch)
BaaL
Python(scikit-learn, pytorch)
lrtc
Python(scikit-learn, tensorflow)
Small-text
Python(scikit-learn, pytorch)
DeepCore
Python(scikit-learn, pytorch)
PyRelationAL: A Library for Active Learning Research and Development
Python(scikit-learn, pytorch)
DeepAL+
Python(scikit-learn, pytorch)
ALaaS
Python(scikit-learn)
8. Scholars / Groups - 著名学者及团队
Shengjun Huang
(NUAA)
Dongrui Wu
(Active Learning for Regression)
Related lists in Computer Science
See categoryTable of Contents
hesreallyhim/awesome-claude-code
A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team…
Awesome Agent Skills
VoltAgent/awesome-agent-skills
A curated collection of 1000+ agent skills from official dev teams and the community, compatible with Claude Code, Codex, Gemini CLI, Cursor, and more.
Awesome Machine Learning
josephmisiti/awesome-machine-learning
A curated list of awesome Machine Learning frameworks, libraries and software.
Awesome Production Machine Learning
EthicalML/awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
AWESOME DATA SCIENCE
academic/awesome-datascience
:memo: An awesome Data Science repository to learn and apply for real world problems.
Static Analysis
analysis-tools-dev/static-analysis
⚙️ A curated list of static analysis (SAST) tools and linters for all programming languages, config files, build tools, and more. The focus is on tools which improve…