AI Agent Skills

A Full Stack ML (Machine Learning) Roadmap involves learning the necessary skills and technologies to become proficient in all aspects of machine learning, including dat…

collections of data science, machine learning and data visualization projects with pandas, sklearn, matplotlib, tensorflow2, Keras, various ML algorithms like random for…

A dead-simple API to build LLM-powered apps

MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GP…

Advanced document extraction and chunking techniques for retrieval augmented generation that is aware of the layout of documents. Increases knowledge retrieval accuracy…

Machine learning models for time series analysis

Machine learning fundamentals lesson in interactive notebooks

A JavaScript library that brings vector search and RAG to your browser!

This project enhances the construction of RAG applications by addressing challenges, improving accessibility, scalability, and managing data and user access. It uses Dja…

Constrain LLM output

Using LlamaIndex, Redis, and OpenAI to chat with PDF documents. Supplementary material for blog post on Microsoft Developer Blog

A Web Crawler based on LLMs implemented with Ray and Huggingface. The embeddings are saved into a vector database for fast clustering and retrieval. Use it for your RAG.

Create a new SigNoz dashboard from a natural-language intent — import a curated template (PostgreSQL, Redis, JVM, k8s, hostmetrics, APM, LLM, etc.) when one fits, or bui…

Guides and best practices for working with Lakebase Postgres on Neon: connections, pooled vs direct, schema migrations, branching, autoscaling, scale-to-zero, i

Expert guide for integrating Large Language Models (LLMs), Model Context Protocol (MCP v1.x), hybrid reasoning models, RAG architecture, vector databases, and AI agents…

将用户提供的需求资料或参考项目链接转化为面向产品、设计、研发和测试的完整产品设计交付物：产品需求文档（PRD）、设计交付说明、数据库表结构 SQL、研发实现说明和测试验收用例；当用户提供网站、Web 应用、后台系统、移动端 H5 或原型的参考链接时，使用 chrome-devtools-mcp 深入浏览和交互分析，并输出参考项目分析.m…