Repository Index

Coding articles to level up your development skills

• awesome-list
• javascript
• snippets
• learning-resources

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

• deep-learning
• prompt-engineering
• openai
• chatgpt

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

• deep-learning
• deep-learning-tutorial
• pytorch
• gan

100 Days of ML Coding

• machine-learning
• machine-learning-algorithms
• infographics
• tutorial

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

• tensorflow
• tutorial
• examples
• deep-learning

AiLearning：数据分析+机器学习实战+线性代数+PyTorch+NLTK+TF2

• fp-growth
• apriori
• mahchine-leaning
• naivebayes

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

• agents
• ai
• llms
• machine-learning

🤪 A list of funny and tricky JavaScript examples

• javascript
• specification
• handbook
• notes

PyTorch Tutorial for Deep Learning Researchers

• deep-learning
• pytorch-tutorial
• neural-networks
• pytorch

A playbook for systematically maximizing the performance of deep learning models.

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

• rag
• tutorials
• langchain
• llama-index

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

• python
• machine-learning
• deep-learning
• data-science

循序渐进，学习Spring Boot、Spring Boot & Shiro、Spring Batch、Spring Cloud、Spring Cloud Alibaba、Spring Security & Spring Security OAuth2，博客Spring系列源码：https://mrbird.cc

• spring-boot
• springboot
• learning
• shiro

50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.

• agents
• genai
• tutorials
• langchain

大模型（LLM）全栈学习路线与中文教程🔥：覆盖 Prompt Engineering、RAG、AI Agent、MCP、微调、模型部署、Transformer、AI 编程与大厂面试，从入门到生产实践。

• agent
• large-language-models
• llm
• llm-learning

The ESP32-S3 bench guide as a React app: live pinout, lessons with interactive simulators, a code reader for the esp-labs firmware, and the bench log. In 11 languages.

• education
• electronics
• embedded
• esp32

基于 LangGraph 子图的智能体开发练习室：需求澄清、用户笔记、文档生成与人工审阅。

零基础入门大模型（LLM）的基础教程：从零手写 GPT-2，一行行看懂大模型是怎么工作的 | Build GPT-2 from scratch in PyTorch, step by step

• attention
• chinese
• deep-learning
• from-scratch

A Swift PlaygroundBook about Neural Networks

• wwdc19
• wwdc-scholarship
• machine-learning
• playgroundbook