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 180 complete days
1–100 of 396 by Attention Score · May 7, 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
We write your reusable computer vision tools. 💜
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.
🤗 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.
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
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.
An Open Source Machine Learning Framework for Everyone
Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking
Tensors and Dynamic neural networks in Python with strong GPU acceleration
🐙 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
《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。
Open Source Computer Vision Library
Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution.
500 AI Machine learning Deep learning Computer vision NLP Projects with code
Stable Diffusion web UI
List of Computer Science courses with video lectures.
Faster Whisper transcription with CTranslate2
✅(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.
Nano vLLM
Learn how to develop, deploy and iterate on production-grade ML applications.
Deepfakes Software For All
Cross-platform, customizable ML solutions for live and streaming media.
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
Streamlit — A faster way to build and share data apps.
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.
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Fast and accurate AI powered file content types detection
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
[🔥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
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
🧑🏫 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, ... 🧠
High-performance In-browser LLM Inference Engine
Label Studio is a multi-type data labeling and annotation tool with standardized output format
100 Days of ML Coding
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
Burn is a next generation tensor library and Deep Learning Framework that doesn't compromise on flexibility, efficiency and portability.
MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba, powering high-performance on-device LLMs and Edge AI.
🐸💬 - a deep learning toolkit for Text-to-Speech, battle-tested in research and production
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
:memo: An awesome Data Science repository to learn and apply for real world problems.
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
A curated list of awesome Deep Learning tutorials, projects and communities.
A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
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.
VIP cheatsheets for Stanford's CS 229 Machine Learning
CUDA Templates and Python DSLs for High-Performance Linear Algebra
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
OpenVINO™ is an open source toolkit for optimizing and deploying AI inference
Visualizer for neural network, deep learning and machine learning models
Open standard for machine learning interoperability
A Library for Advanced Deep Time Series Models for General Time Series Analysis.
🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.
ncnn is a high-performance neural network inference framework optimized for the mobile platform
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
Pure Javascript OCR for more than 100 Languages 📖🎉🖥
Clone a voice in 5 seconds to generate arbitrary speech in real-time
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。
Translate manga/image 一键翻译各类图片内文字 https://cotrans.touhou.ai/ (no longer working)
AI Toolkit for Healthcare Imaging
🤗 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.
:book: A curated list of resources dedicated to Natural Language Processing (NLP)
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
Deep Learning for humans
Refine high-quality datasets and visual AI models
A collaboration friendly studio for NeRFs
Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node
The fastai book, published as Jupyter Notebooks
OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
machine learning and deep learning tutorials, articles and other resources
💫 Industrial-strength Natural Language Processing (NLP) in Python
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
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
Roadmap to becoming an Artificial Intelligence Expert in 2022
🐍 Geometric Computer Vision Library for Spatial AI
Open Machine Learning Compiler Framework
CVPR 2026 论文和开源项目合集
Fast and Accurate ML in 3 Lines of Code
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
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。
A game theoretic approach to explain the output of any machine learning model.
深度学习入门教程, 优秀文章, Deep Learning Tutorial
An open source implementation of CLIP.
Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.
Optimized primitives for collective multi-GPU communication
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.
NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.
The Triton Inference Server provides an optimized cloud and edge inferencing solution.
Graph Neural Network Library for PyTorch