Learn AI Engineering! Learn it. Build it. Ship it for others.
Repository Index
70,234 visible repositories in the index
1–24 of 24 · Most stars
🧠 Train a 64M-parameter LLM from scratch in just 2h!
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
- machine-learning
- deep-learning
- deep-reinforcement-learning
- machine-learning-from-scratch
A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources. Featuring the Fiery Meter of AWSome.
A straightforward method for training your LLM, from downloading data to generating text.
code for Data Science From Scratch book
Common used path planning algorithms with animations.
- astar
- anytime-repairing-astar
- learning-realtime-astar
- realtime-adaptive-astar
👀 Train a 65M-parameter VLM from scratch in just 2h!
- artificial-intelligence
- chatgpt
- vision-language-model
Video+code lecture on building nanoGPT from scratch
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
TranslatedSearch all Chinese NLP datasets, with commonly used English NLP datasets included
0 - 1 learn OpenClaw: sections to build an claw-AI agent from scratch
A workshop on Linux containers: Rebuild Docker from Scratch
Student version of Assignment 1 for Stanford CS336 - Language Modeling From Scratch
Build your own Claude Code from scratch. 🔍 Claude Code 开源了 50 万行代码，读不动？用 ~5000 行 TypeScript / Python 从零复现核心架构，11 章分步教程带你理解 coding agent 精髓
Awesome Deep Learning papers for industrial Search, Recommendation and Advertisement. They focus on Embedding, Matching, Pre-Ranking, Ranking, Post Ranking, Relevance, LLM and RL. Please cite our paper "Deep Learning to Rank in Industrial Search Engines, Recommender Systems, and Online Advertising - An Overview and New Perspectives" (TOIS 2026).
- deep-learning
- recommender-system
- search
- advertising
Accompanying code for Paperspace tutorial series "How to Implement YOLO v3 Object Detector from Scratch"
- pytorch-tutorial
- pytorch-implmention
- object-detection
- yolo
Master the fundamentals of machine learning, deep learning, and mathematical optimization by building key concepts and models from scratch using Python.
A TensorFlow & Deep Learning online course I taught in 2016
- deep-learning
- tensorflow
- deep-learning-tutorial
- tensorboard
Official SGLang x Datawhale course on LLM inference: understand inference, build a mini-sglang from scratch, then read the real SGLang source and land your first PR. Available in English and Chinese.
Implementing LLM architectures from scratch in PyTorch
- gemma3
- llama4
- llm
- moe
Don't memorize ML. Understand it from first principles including Inference, Cuda, Deep Learning, Data Science and Reinforcement Learning
- cli
- deep-learning
- education
- from-scratch
TranslatedA basic tutorial for getting started with AI Agents from zero background. It is not just a tutorial but also an Agent that can run locally: read and write files, execute commands, MCP, long-term memory, with a built-in web interface to see every step clearly. Starting from a minimal 100-line loop, each lesson adds one capability, and in the end it breaks down mainstream Agents such as Claude Code and Codex
- agent
- ai-agent
- chinese
- claude-code
TranslatedBuild GPT-2 from scratch in PyTorch, step by step
- attention
- chinese
- deep-learning
- from-scratch