Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
MindSQL is a Python RAG (Retrieval-Augmented Generation) Library designed to streamline the interaction between users and their databases using just a few lines of code. With seamless integration for renowned databases such as PostgreSQL, MySQL, and SQLite, MindSQL also extends its capabilities to…
PremSQL is a lightweight library that aims to provide modular and extendible tools for natural language to SQL applications. This would help developers build more controllable RAG solutions based on different databases. It seeks to offer toolings for evaluation, fine-tuning, connectors, and…
QueryWeaver is an open-source graph-powered Text-to-SQL engine that leverages a semantic layer to bridge the gap between natural language and complex relational databases. By mapping database schemas into knowledge graphs using FalkorDB, it provides superior contextual understanding for intricate…
The eosphoros organization proposes an open source project focusing on Text-to-SQL fine-tuning based on LLM, including large-scale model download, dataset preprocessing, fine-tuning technologies such as LoRA and QLoRA, model prediction, model evaluation and other steps.
The Defog organization proposes an advanced Text-to-SQL LLM, which has outstanding performance and is better than GPT3.5, wizardcoder and starcoder, etc., second only to GPT4.
This project is based on the LLaMa 2 7b model for Text-to-SQL fine-tuning, which includes a complete training, fine-tuning, and evaluation process.
Easy-to-use LLM fine-tuning framework (LLaMA-2, BLOOM, Falcon, Baichuan, Qwen, Chat
Datrics Text2SQL is an open-source framework that uses a tuned RAG pipeline to generate SQL queries from natural language. It focuses on accurate schema retrieval, resolving ambiguous documentation, and improving generalization on real-world queries.
They are a team of technology enthusiasts from internet companies and NLP graduate students who are passionate about open source projects. Their focus is on developing solutions that protect the privacy and security of databases and large language models. Their aim is to ensure that the abilities…
Awesome AIGC Tutorials houses a curated collection of tutorials and resources spanning across Large Language Models, AI Painting, and related fields. Discover in-depth insights and knowledge catered for both beginners and advanced AI enthusiasts.
With AI2sql, engineers and non-engineers can easily write efficient, error-free SQL queries without knowing SQL.
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…
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.
josephmisiti/awesome-machine-learning
A curated list of awesome Machine Learning frameworks, libraries and software.
EthicalML/awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
academic/awesome-datascience
:memo: An awesome Data Science repository to learn and apply for real world problems.
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…