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 259 by Attention Score · May 7, 2026 – Nov 2, 2026 (UTC)
Learn AI Engineering! Learn it. Build it. Ship it for others.
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.
Open Data Platform for analysts, quants and AI agents.
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.
A community-supported supercharged document management system: scan, index and archive all your documents
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
Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai
Bindu: The identity, communication, and payments layer for AI agents.
《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。
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.
Deepfakes Software For All
scikit-learn: machine learning in Python
The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
阿布量化交易系统(股票,期权,期货,比特币,机器学习) 基于python的开源量化交易,量化投资架构
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.
Machine Learning Engineering Open Book
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
🧑🏫 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, ... 🧠
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
A hyperparameter optimization framework
Open standard for machine learning interoperability
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.
⚡️HivisionIDPhotos: a lightweight and efficient AI ID photos tools. 一个轻量级的AI证件照制作算法。
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
The world's simplest facial recognition api for Python and the command line
🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools
Deep Learning for humans
A collaboration friendly studio for NeRFs
💫 Industrial-strength Natural Language Processing (NLP) in Python
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.
🐍 Geometric Computer Vision Library for Spatial AI
Open Machine Learning Compiler Framework
Fast and Accurate ML in 3 Lines of Code
The Triton Inference Server provides an optimized cloud and edge inferencing solution.
Real-time face swap for PC streaming or video calls
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
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.
🦉 Data Versioning and ML Experiments
Best Practices on Recommendation Systems
Datasets, Transforms and Models specific to Computer Vision
pix2tex: Using a ViT to convert images of equations into LaTeX code.
The Open Source Feature Store for AI/ML
A unified framework for machine learning with time series
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
🌊 Online machine learning in Python
PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
Build, Manage and Deploy AI/ML Systems
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
DeepFaceLab is the leading software for creating deepfakes.
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
机器学习相关教程
Open Machine Learning Course
Minimal and clean examples of machine learning algorithms implementations
A python library for user-friendly forecasting and anomaly detection on time series.
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
Scalable and user friendly neural :brain: forecasting algorithms.
A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources. Featuring the Fiery Meter of AWSome.
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
NLTK Source
Uplift modeling and causal inference with machine learning algorithms
modular quant framework.
A MNIST-like fashion product database. Benchmark :point_down:
OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
A self-hosted open source photo management service.
Lightning ⚡️ fast forecasting with statistical and econometric models.
:sunglasses: A curated list of robotics libraries and software
:zap:机器学习实战(Python3):kNN、决策树、贝叶斯、逻辑回归、SVM、线性回归、树回归
Open source annotation tool for machine learning practitioners.
Message Passing Neural Networks for Molecule Property Prediction
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
Topic Modelling for Humans
Low-code framework for building custom LLMs, neural networks, and other AI models
NVIDIA cuML: GPU-Accelerated Machine Learning
Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.
100-Days-Of-ML-Code中文版
A deep learning toolkit for healthcare AI: EHR (MIMIC, eICU, OMOP), clinical text, signals and imaging. 30+ models, reproducible pipelines.
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
☁️ Build multimodal AI applications with cloud-native stack
Optax is a gradient processing and optimization library for JAX.
Python audio and music signal processing library
A python library for self-supervised learning and latent world models on images.
Largest list of models for Core ML (for iOS 11+)