1.rohitg00 / ai-engineering-from-scratch
Learn AI Engineering! Learn it. Build it. Ship it for others.
Ranked by Attention Score: stars gained over the last 90 complete days
1–100 of 412 by Attention Score · Aug 5, 2026 – Nov 2, 2026 (UTC)
Learn AI Engineering! Learn it. Build it. Ship it for others.
12 Weeks, 24 Lessons, AI for All!
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU.
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
An Open Source Machine Learning Framework for Everyone
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.
程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程,分享 OpenClaw 保姆级教程、大模型玩法(DeepSeek / GPT / Gemini / Claude / GLM)、最新 AI 资讯、Prompt 提示词大全、AI 知识百科(Agent Skills / RAG / MCP / A2A)、AI 编程教程(Harness Engineering)、AI 工具用法(Cursor / Claude Code / TRAE / Codex / Copilot)、AI 开发框架教程(Spring AI / LangChain)、AI 产品变现指南,帮你快速掌握 AI 技术,走在时代前沿。本项目为开源文档 aiguide,已升级为鱼皮 AI 导航网站
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking
Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process.
《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。
We write your reusable computer vision tools. 💜
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai
List of Computer Science courses with video lectures.
500 AI Machine learning Deep learning Computer vision NLP Projects with code
Faster Whisper transcription with CTranslate2
Stable Diffusion web UI
Nano vLLM
Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution.
Open Source Computer Vision Library
✅(已完结)超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.
Cross-platform, customizable ML solutions for live and streaming media.
Learn how to develop, deploy and iterate on production-grade ML applications.
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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.
Fast and accurate AI powered file content types detection
Streamlit — A faster way to build and share data apps.
High-performance In-browser LLM Inference Engine
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
Label Studio is a multi-type data labeling and annotation tool with standardized output format
Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
[🔥updating ...] AI 自动量化交易机器人(完全本地部署) AI-powered Quantitative Investment Research Platform. 📃 online docs: https://ufund-me.github.io/Qbot ✨ :news: qbot-mini: https://github.com/Charmve/iQuant
🧑🏫 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, ... 🧠
MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba, powering high-performance on-device LLMs and Edge AI.
:memo: An awesome Data Science repository to learn and apply for real world problems.
Burn is a next generation tensor library and Deep Learning Framework that doesn't compromise on flexibility, efficiency and portability.
100 Days of ML Coding
邱锡鹏《神经网络与深度学习》第二版与通识版:电子书、章节目录、学习资源与勘误。
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
Deepfakes Software For All
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
OpenVINO™ is an open source toolkit for optimizing and deploying AI inference
CUDA Templates and Python DSLs for High-Performance Linear Algebra
A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
🐸💬 - a deep learning toolkit for Text-to-Speech, battle-tested in research and production
A curated list of awesome Deep Learning tutorials, projects and communities.
🐍 Geometric Computer Vision Library for Spatial AI
🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.
Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
ncnn is a high-performance neural network inference framework optimized for the mobile platform
Open standard for machine learning interoperability
Visualizer for neural network, deep learning and machine learning models
A Library for Advanced Deep Time Series Models for General Time Series Analysis.
VIP cheatsheets for Stanford's CS 229 Machine Learning
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.
Translate manga/image 一键翻译各类图片内文字 https://cotrans.touhou.ai/ (no longer working)
Clone a voice in 5 seconds to generate arbitrary speech in real-time
🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools
Open-source simulator for autonomous driving research.
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
The fastai book, published as Jupyter Notebooks
Python 开源项目之「自学编程之路」,保姆级教程:AI实验室、宝藏视频、数据结构、学习指南、机器学习实战、深度学习实战、网络爬虫、大厂面经、程序人生、资源分享。
machine learning and deep learning tutorials, articles and other resources
Refine high-quality datasets and visual AI models
人工智能学习路线图,整理近200个实战案例与项目,免费提供配套教材,零基础入门,就业实战!包括:Python,数学,机器学习,数据分析,深度学习,计算机视觉,自然语言处理,PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域
Deep Learning for humans
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
A collaboration friendly studio for NeRFs
OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
💫 Industrial-strength Natural Language Processing (NLP) in Python
:book: A curated list of resources dedicated to Natural Language Processing (NLP)
AI Toolkit for Healthcare Imaging
Optimized primitives for collective multi-GPU communication
Roadmap to becoming an Artificial Intelligence Expert in 2022
Pure Javascript OCR for more than 100 Languages 📖🎉🖥
Open Machine Learning Compiler Framework
深度学习入门教程, 优秀文章, Deep Learning Tutorial
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
Fast and Accurate ML in 3 Lines of Code
Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node
The Triton Inference Server provides an optimized cloud and edge inferencing solution.
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
Deezer source separation library including pretrained models.
An open source implementation of CLIP.
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
CVPR 2026 论文和开源项目合集