Awesome List

A list of useful stuff in Machine Learning, Computer Graphics, Software Development, ...

Machine Learning

Deep Learning Framework

High-Level DL APIs

PyTorch - An open source deep learning framework by Facebook, with GPU and dynamic graph support.
- Supported platform: Linux, Windows, MacOS, Android, iOS
- Language API: Python, C++, Java
- Related projects:
  - TorchVision - Datasets, Transforms and Models specific to Computer Vision for PyTorch
  - TorchText - Data loaders and abstractions for text and NLP for PyTorch
  - TorchAudio - Data manipulation and transformation for audio signal processing for PyTorch
  - TorchRec - A PyTorch domain library built to provide common sparsity & parallelism primitives needed for large-scale recommender systems (RecSys).
  - TorchServe - Serve, optimize and scale PyTorch models in production
  - TorchHub - Model zoo for PyTorch
  - Ignite - High-level library to help with training and evaluating neural networks for PyTorch
  - Captum - A model interpretability and understanding library for PyTorch
  - Glow - Compiler for Neural Network hardware accelerators
  - BoTorch - Bayesian optimization in PyTorch
  - TNT - A library for PyTorch training tools and utilities
  - TorchArrow - Common and composable data structures built on PyTorch Tensor for efficient batch data representation and processing in PyTorch model authoring
  - PyTorchVideo - A deep learning library for video understanding research, based on PyTorch
  - tensorboardX - Tensorboard for pytorch (and chainer, mxnet, numpy, ...)
  - TorchMetrics - Machine learning metrics for distributed, scalable PyTorch applications
  - Apex - Tools for easy mixed precision and distributed training in Pytorch
  - HuggingFace Accelerate - A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision
  - PyTorch Metric Learning - The easiest way to use deep metric learning in your application. Modular, flexible, and extensible, written in PyTorch
  - Auto-PyTorch - Automatic architecture search and hyperparameter optimization for PyTorch
  - torch-optimizer - Collection of optimizers for PyTorch compatible with optim module
  - PyTorch Sparse - PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations
  - PyTorch Scatter - PyTorch Extension Library of Optimized Scatter Operations
  - Torch-Struct - A library of tested, GPU implementations of core structured prediction algorithms for deep learning applications
  - torchinfo - View model summaries in PyTorch
  - Torchshow - Visualize PyTorch tensors with a single line of code
  - torch2trt - An easy to use PyTorch to TensorRT converter
  - Kaolin - A PyTorch Library for Accelerating 3D Deep Learning Research
  - higher (not actively updated) - A pytorch library allowing users to obtain higher order gradients over losses spanning training loops rather than individual training steps
TensorFlow - An open source deep learning framework by Google, with GPU support.
- Supported platform: Linux, Windows, MacOS, Android, iOS, Raspberry Pi, Web
- Language API: Python, C++, Java, JavaScript
- Related projects:
  - TensorBoard - TensorFlow's Visualization Toolkit
  - TensorFlow Text - A collection of text related classes and ops for TensorFlow
  - TensorFlow Recommenders - A library for building recommender system models using TensorFlow.
  - TensorFlow Ranking - A library for Learning-to-Rank (LTR) techniques on the TensorFlow platform.
  - TensorFlow Serving - A flexible, high-performance serving system for machine learning models based on TensorFlow
  - TFX - An end-to-end platform for deploying production ML pipelines.
  - TFDS - A collection of datasets ready to use with TensorFlow and Jax
  - TensorFlow Addons - Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
  - TensorFlow Transform - A library for preprocessing data with TensorFlow
  - TensorFlow Model Garden - Models and examples built with TensorFlow
  - TensorFlow Hub - A library for transfer learning by reusing parts of TensorFlow models
  - TensorFlow.js - A WebGL accelerated JavaScript library for training and deploying ML models based on TensorFlow
  - TensorFlow Probability - Probabilistic reasoning and statistical analysis in TensorFlow
  - TensorFlow Model Optimization Toolkit - A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning
  - TensorFlow Model Analysis - A library for evaluating TensorFlow models
  - Trax (successor of Tensor2Tensor) - Deep Learning with Clear Code and Speed
  - Lattice - Lattice methods in TensorFlow
  - tf_numpy - A subset of the NumPy API implemented in TensorFlow
  - TensorFlowOnSpark - Brings TensorFlow programs to Apache Spark clusters
  - Tensor2Tensor (no longer maintained) - Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research
MXNet - An open source deep learning framework by Apache, with GPU support.
- Supported platform: Linux, Windows, MacOS, Raspberry Pi
- Language API: Python, C++, R, Julia, Scala, Go, Javascript
PaddlePaddle - An open source deep learning framework by Baidu, with GPU support.
- Supported platform: Linux, Windows, MacOS, Android, iOS, Web
- Language API: Python, C++, Java, JavaScript
- Related projects:
  - PaddleOCR - Multilingual OCR toolkits based on PaddlePaddle
  - PaddleDetection - Object detection toolkit based on PaddlePaddle
  - PaddleSeg - Image segmentation toolkit based on PaddlePaddle
  - PaddleClas - Visual classification and recognition toolkit based on PaddlePaddle
  - PaddleGAN - Generative Adversarial Networks toolkit based on PaddlePaddle
  - PaddleVideo - Video understanding toolkit based on PaddlePaddle
  - PaddleRec - Recommendation algorithm based on PaddlePaddle
  - PaddleNLP - Natural language processing toolkit based on PaddlePaddle
  - PaddleSpeech - Speech Recognition/Translation toolkit based on PaddlePaddle
  - PGL - An efficient and flexible graph learning framework based on PaddlePaddle
  - PARL - A high-performance distributed training framework for Reinforcement Learning based on PaddlePaddle
  - PaddleHub - Pre-trained models toolkit based on PaddlePaddle
  - Paddle-Lite - Multi-platform high performance deep learning inference engine for PaddlePaddle
  - Paddle.js - An open source deep learning framework running in the browser based on PaddlePaddle
  - VisualDL - A visualization analysis tool of PaddlePaddle
MegEngine - An open source deep learning framework by MEGVII, with GPU support.
- Supported platform: Linux, Windows, MacOS
- Language API: Python, C++
MACE - A deep learning inference framework optimized for mobile heterogeneous computing by XiaoMi.
- Supported platform: Android, iOS, Linux and Windows
Neural Network Libraries - An open source deep learning framework by Sony, with GPU support.
OneFlow - A deep learning framework designed to be user-friendly, scalable and efficient.
fastai - A high-level deep learning library based on PyTorch.
Lightning - A high-level deep learning library based on PyTorch.
Lightning Flash - Your PyTorch AI Factory - Flash enables you to easily configure and run complex AI recipes for over 15 tasks across 7 data domains
tinygrad - A deep learning framework in between a pytorch and a karpathy/micrograd.
Flashlight (successor of wav2letter++) - A C++ standalone library for machine learning.
Avalanche - An End-to-End Library for Continual Learning, based on PyTorch.
ktrain - A high-level deep learning library based on TensorFlow.
Thinc - A high-level deep learning library for PyTorch, TensorFlow and MXNet.
Ludwig - A declarative deep learning framework that allows users to train, evaluate, and deploy models without the need to write code.
Jina - A high-level deep learning library for serving and deployment.
Haiku - A high-level deep learning library based on JAX.
scarpet-nn - Tools and libraries to run neural networks in Minecraft.
CNTK (not actively updated) - An open source deep learning framework by Microsoft, with GPU support.
- Supported platform: Linux, Windows
- Language API: Python, C++, Java, C#, .Net
DyNet (not actively updated) - A C++ deep learning library by CMU.
- Supported platform: Linux, Windows, MacOS
- Language API: C++, Python
Chainer (not actively updated) - A flexible framework of neural networks for deep learning.
skorch (not actively updated) - A scikit-learn compatible neural network library based on PyTorch.
MMF (not actively updated) - A modular framework for vision and language multimodal research by Facebook AI Research, based on PyTorch.
Tensorpack (not actively updated) - A high-level deep learning library based on TensorFlow.
Sonnet (not actively updated) - A high-level deep learning library based on TensorFlow.
Ivy (not actively updated) - A high-level deep learning library that unifies NumPy, PyTorch, TensorFlow, MXNet and JAX.
X-DeepLearning (not actively updated) - An industrial deep learning framework for high-dimension sparse data.
HiddenLayer (not actively updated) - Neural network graphs and training metrics for PyTorch, Tensorflow, and Keras.
TensorFX (not actively updated) - TensorFlow framework for training and serving machine learning models.
FeatherCNN (not actively updated) - A high performance inference engine for convolutional neural networks.
tiny-dnn (not actively updated) - Header only, dependency-free deep learning framework in C++14.
TFLearn - Deep learning library featuring a higher-level API for TensorFlow.

Deployment & Distribution

MediaPipe - Cross-platform, customizable ML solutions for live and streaming media.
Triton - A language and compiler for writing highly efficient custom Deep-Learning primitives.
Hummingbird - A library for compiling trained traditional ML models into tensor computations.
OpenVINO - An open-source toolkit for optimizing and deploying AI inference.
- Related projects:
  - open_model_zoo - Pre-trained Deep Learning models and demos (high quality and extremely fast).
Kubeflow - Machine Learning Toolkit for Kubernetes.
Kubeflow Training Operator - Training operators on Kubernetes.
m2cgen - Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies.
DeepSpeed - An easy-to-use deep learning optimization software suite that enables unprecedented scale and speed for Deep Learning Training and Inference.
Analytics Zoo (no longer maintained) - Distributed Tensorflow, Keras and PyTorch on Apache Spark/Flink & Ray.
BigDL (successor of Analytics Zoo) - Building Large-Scale AI Applications for Distributed Big Data.
FairScale - A PyTorch extension library for high performance and large scale training.
ColossalAI - Provides a collection of parallel components and user-friendly tools to kickstart distributed training and inference in a few lines.
Ray - A unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.
BentoML - BentoML is compatible across machine learning frameworks and standardizes ML model packaging and management for your team.
cortex - Production infrastructure for machine learning at scale.
Horovod - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
Angel - A Flexible and Powerful Parameter Server for large-scale machine learning.
Elephas (no longer maintained) - Distributed Deep learning with Keras & Spark.
Elephas (successor of maxpumperla/elephas) - Distributed Deep learning with Keras & Spark.
MLeap - Allows data scientists and engineers to deploy machine learning pipelines from Spark and Scikit-learn to a portable format and execution engine.
ZenML - Build portable, production-ready MLOps pipelines.
Optimus - An opinionated python library to easily load, process, plot and create ML models that run over pandas, Dask, cuDF, dask-cuDF, Vaex or Spark.
ONNX - Open standard for machine learning interoperability.
TensorRT - A C++ library for high performance inference on NVIDIA GPUs and deep learning accelerators.
Compute Library - A set of computer vision and machine learning functions optimised for both Arm CPUs and GPUs using SIMD technologies.
Apache TVM - Open deep learning compiler stack for cpu, gpu and specialized accelerators.
Triton Inference Server - The Triton Inference Server provides an optimized cloud and edge inferencing solution.
Core ML Tools - Contains supporting tools for Core ML model conversion, editing, and validation.
Petastorm - Enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format.
Hivemind - Decentralized deep learning in PyTorch. Built to train models on thousands of volunteers across the world.
Mesh Transformer JAX - Model parallel transformers in JAX and Haiku.
Nebullvm - An open-source tool designed to speed up AI inference in just a few lines of code.
ncnn - A high-performance neural network inference framework optimized for the mobile platform.
Turi Create (not actively updated) - A machine learning library for deployment on MacOS/iOS.
Apache SINGA (not actively updated) - A distributed deep learning platform.
BytePS (not actively updated) - A high performance and generic framework for distributed DNN training.
MMdnn (not actively updated) - MMdnn is a set of tools to help users inter-operate among different deep learning frameworks.

Auto ML & Hyperparameter Optimization

NNI - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
AutoKeras - AutoML library for deep learning.
KerasTuner - An easy-to-use, scalable hyperparameter optimization framework that solves the pain points of hyperparameter search.
Talos - Hyperparameter Optimization for TensorFlow, Keras and PyTorch.
Distiller - Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research.
Hyperas (not actively updated) - A very simple wrapper for convenient hyperparameter optimization for Keras.
Model Search (not actively updated) - A framework that implements AutoML algorithms for model architecture search at scale.

Interpretability & Adversarial Training

AI Explainability 360 - An open-source library that supports interpretability and explainability of datasets and machine learning models.
explainerdashboard - Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
iNNvestigate - A toolbox to innvestigate neural networks' predictions.
Foolbox - A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX.
AdvBox - A toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow.
Adversarial Robustness Toolbox - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference.
CleverHans - An adversarial example library for constructing attacks, building defenses, and benchmarking both.

Anomaly Detection & Others

Anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
Gradio - An open-source Python library that is used to build machine learning and data science demos and web applications.
Traingenerator - Generates custom template code for PyTorch & sklearn, using a simple web UI built with streamlit.
Fairlearn - A Python package to assess and improve fairness of machine learning models.
AI Fairness 360 - A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

Machine Learning Framework

General Purpose Framework

scikit-learn - Machine learning toolkit for Python.
- Related projects:
  - imbalanced-learn - A python package offering a number of re-sampling techniques commonly used in datasets showing strong between-class imbalance
  - category_encoders - A set of scikit-learn-style transformers for encoding categorical variables into numeric by means of different techniques
  - lightning - Large-scale linear classification, regression and ranking in Python
  - sklearn-pandas - Pandas integration with sklearn
  - HDBSCAN - A high performance implementation of HDBSCAN clustering
  - metric-learn - Metric learning algorithms in Python
  - scikit-optimize - Sequential model-based optimization with a scipy.optimize interface
  - scikit-image - Image processing in Python
  - auto-sklearn - An automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator.
  - scikit-multilearn - A Python module capable of performing multi-label learning tasks
  - scikit-lego - Extra blocks for scikit-learn pipelines.
  - scikit-opt - Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)
  - sklearn-porter - Transpile trained scikit-learn estimators to C, Java, JavaScript and others.
XGBoost - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library.
- Supported platform: Linux, Windows, MacOS
- Supported distributed framework: Hadoop, Spark, Dask, Flink, DataFlow
- Language API: Python, C++, R, Java, Scala, Go
LightGBM - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms.
- Supported platform: Linux, Windows, MacOS
- Language API: Python, C++, R
CatBoost - A fast, scalable, high performance Gradient Boosting on Decision Trees library.
- Supported platform: Linux, Windows, MacOS
- Language API: Python, C++, R, Java
Autograd (no longer maintained) - Efficiently computes derivatives of numpy code.
JAX (successor of Autograd) - Automatical differentiation for native Python and NumPy functions, with GPU support.
Flax - A high-performance neural network library and ecosystem for JAX that is designed for flexibility.
Equinox - A JAX library based around a simple idea: represent parameterised functions (such as neural networks) as PyTrees.
cuML - A suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects.
Mlxtend - A library of extension and helper modules for Python's data analysis and machine learning libraries.
River - A Python library for online machine learning.
FilterPy - Python Kalman filtering and optimal estimation library.
igel - A delightful machine learning tool that allows you to train, test, and use models without writing code.
fklearn - A machine learning library that uses functional programming principles.
SynapseML - An open-source library that simplifies the creation of massively scalable machine learning pipelines.
Dask - A flexible parallel computing library for NumPy, Pandas and Scikit-Learn.
- Related projects:
  - Distributed - A distributed task scheduler for Dask
H2O - An in-memory platform for distributed, scalable machine learning.
autodiff - automatic differentiation made easier for C++
GoLearn - Machine Learning for Go.
leaves - Pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks.
go-xgboost - XGBoost bindings for golang.
DEAP - Distributed Evolutionary Algorithms in Python.
ESTool - Evolution Strategies Tool.
mlpack (not actively updated) - A header-only C++ machine learning library.
- Language API: C++, Python, R, Julia, Go
xLearn (not actively updated) - A C++ machine learning library for linear model (LR), factorization machines (FM), and field-aware factorization machines (FFM).
ThunderGBM (not actively updated) - Fast GBDTs and Random Forests on GPUs.
ThunderSVM (not actively updated) - A Fast SVM Library on GPUs and CPUs.
PyBrain - The Python Machine Learning Library.

Nearest Neighbors & Similarity

Annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk.
Hnswlib - Header-only C++/python library for fast approximate nearest neighbors.
NMSLIB - Non-Metric Space Library (NMSLIB): An efficient similarity search library and a toolkit for evaluation of k-NN methods for generic non-metric spaces.
ann-benchmarks - Benchmarks of approximate nearest neighbor libraries in Python.
kmodes - Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data.

Hyperparameter Search & Gradient-Free Optimization

Optuna - An automatic hyperparameter optimization software framework, particularly designed for machine learning.
Ax - An accessible, general-purpose platform for understanding, managing, deploying, and automating adaptive experiments.
AutoGluon - Automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications.
Nevergrad - A Python toolbox for performing gradient-free optimization.
MLJAR - Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation.
gplearn - Genetic Programming in Python, with a scikit-learn inspired API.
BayesianOptimization (not actively updated) - A Python implementation of global optimization with gaussian processes.
Hyperopt (not actively updated) - Distributed Asynchronous Hyperparameter Optimization in Python.
Dragonfly (not actively updated) - An open source python library for scalable Bayesian optimization.

Experiment Management

MLflow - A platform to streamline machine learning development, including tracking experiments, packaging code into reproducible runs, and sharing and deploying models.
PyCaret - An open-source, low-code machine learning library in Python that automates machine learning workflows.
Aim - An open-source, self-hosted ML experiment tracking tool.
Ax - An accessible, general-purpose platform for understanding, managing, deploying, and automating adaptive experiments.
labml - Monitor deep learning model training and hardware usage from your mobile phone.
ClearML - Auto-Magical Suite of tools to streamline your ML workflow Experiment Manager, MLOps and Data-Management.
DVC - A command line tool and VS Code Extension for data/model version control.
Metaflow - A human-friendly Python/R library that helps scientists and engineers build and manage real-life data science projects.
Weights&Biases - A tool for visualizing and tracking your machine learning experiments.
Yellowbrick - Visual analysis and diagnostic tools to facilitate machine learning model selection.

Model Interpretation

dtreeviz - A python library for decision tree visualization and model interpretation.
InterpretML - An open-source package that incorporates state-of-the-art machine learning interpretability techniques.
Shapash - A Python library which aims to make machine learning interpretable and understandable by everyone.
Alibi - An open source Python library aimed at machine learning model inspection and interpretation.
PyCM - Multi-class confusion matrix library in Python.

Anomaly Detection

PyOD - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection).
Alibi Detect - Algorithms for outlier, adversarial and drift detection.

Computer Vision

General Purpose CV

OpenCV - Open Source Computer Vision Library.
- Related projects:
  - opencv-python - Pre-built CPU-only OpenCV packages for Python.
  - opencv_contrib - Repository for OpenCV's extra modules.
  - CVAT - Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale.
OMMCV - OpenMMLab Computer Vision Foundation.
- Related projects:
  - MMClassification - OpenMMLab Image Classification Toolbox and Benchmark
  - MMDetection - OpenMMLab Detection Toolbox and Benchmark
  - MMDetection3D - OpenMMLab's next-generation platform for general 3D object detection
  - MMOCR - OpenMMLab Text Detection, Recognition and Understanding Toolbox
  - MMSegmentation - OpenMMLab Semantic Segmentation Toolbox and Benchmark.
  - MMTracking - OpenMMLab Video Perception Toolbox
  - MMPose - OpenMMLab Pose Estimation Toolbox and Benchmark
  - MMSkeleton - A OpenMMLAB toolbox for human pose estimation, skeleton-based action recognition, and action synthesis
  - MMGeneration - MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV
  - MMEditing - MMEditing is a low-level vision toolbox based on PyTorch, supporting super-resolution, inpainting, matting, video interpolation, etc
  - MMDeploy - OpenMMLab Model Deployment Framework
  - OpenPCDet - OpenPCDet Toolbox for LiDAR-based 3D Object Detection
Lightly - A computer vision framework for self-supervised learning, based on PyTorch.
GluonCV - A high-level computer vision library for PyTorch and MXNet.
Scenic - A codebase with a focus on research around attention-based models for computer vision, based on JAX and Flax.
Kornia - Open source differentiable computer vision library, based on PyTorch.
pytorch-image-models - A collection of CV models, scripts, pretrained weights, based on PyTorch.
vit-pytorch - A collection of Vision Transformer implementations, based on PyTorch.
vit-tensorflow - A collection of Vision Transformer implementations, based on TensorFlow.
ccv - C-based/Cached/Core Computer Vision Library, A Modern Computer Vision Library.
TorchCV (not actively updated) - A PyTorch-Based Framework for Deep Learning in Computer Vision.

Classification & Detection & Tracking

Detectron (no longer maintained) - A research platform for object detection research, implementing popular algorithms by Facebook, based on Caffe2.
Detectron2 (successor of Detectron) - A platform for object detection, segmentation and other visual recognition tasks, based on PyTorch.
AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System.
OpenPose - Real-time multi-person keypoint detection library for body, face, hands, and foot estimation.
OpenPose Unity Plugin - A wrapper of the OpenPose library for Unity users.
Norfair - Lightweight Python library for adding real-time multi-object tracking to any detector.
AlexeyAB/darknet - YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet ).
pjreddie/darknet - Convolutional Neural Networks.
ClassyVision - An end-to-end framework for image and video classification, based on PyTorch.
pycls - Codebase for Image Classification Research, based on PyTorch.
CenterNet - Object detection, 3D detection, and pose estimation using center point detection.
SlowFast - Video understanding codebase from FAIR, based on PyTorch.
SAHI - Platform agnostic sliced/tiled inference + interactive ui + error analysis plots for object detection and instance segmentation.
libfacedetection - An open source library for face detection in images. The face detection speed can reach 1000FPS.
openbr - Open Source Biometrics, Face Recognition.
InsightFace - An open source 2D&3D deep face analysis toolbox, based on PyTorch and MXNet.
Deepface - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python.
deepfakes_faceswap - A tool that utilizes deep learning to recognize and swap faces in pictures and videos.
Ultra-Light-Fast-Generic-Face-Detector-1MB - 1MB lightweight face detection model.
face_classification (no longer maintained) - Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV.
PAZ (successor of face_classification) - Hierarchical perception library in Python for pose estimation, object detection, instance segmentation, keypoint estimation, face recognition, etc.
MenpoBenchmark - Multi-pose 2D and 3D Face Alignment & Tracking.
CaImAn - Computational toolbox for large scale Calcium Imaging Analysis, including movie handling, motion correction, source extraction, spike deconvolution and result visualization.
segmentation_models (not actively updated) - Python library with Neural Networks for Image Segmentation based on Keras and TensorFlow.
OpenFace (not actively updated) - Face recognition with deep neural networks.
Face Recognition (not actively updated) - A facial recognition api for Python and the command line.
OpenFace (not actively updated) - A state-of-the art tool intended for facial landmark detection, head pose estimation, facial action unit recognition, and eye-gaze estimation.
hgpvision/darknet (not actively updated) - darknet深度学习框架源码分析：详细中文注释，涵盖框架原理与实现语法分析

OCR

EasyOCR - Ready-to-use OCR with 80+ supported languages and all popular writing scripts.
Python-tesseract - A Python wrapper for Google's Tesseract-OCR Engine.
tesserocr - A simple, Pillow-friendly, wrapper around the tesseract-ocr API for OCR.
deep-text-recognition-benchmark - Text recognition (optical character recognition) with deep learning methods.
OCRmyPDF - Adds an OCR text layer to scanned PDF files, allowing them to be searched.
LayoutParser - A Unified Toolkit for Deep Learning Based Document Image Analysis, based on Detectron2.
chineseocr - yolo3+ocr
HyperLPR - 基于深度学习高性能中文车牌识别
deep_ocr (not actively updated) - make a better chinese character recognition OCR than tesseract
chinese_ocr (not actively updated) - CTPN + DenseNet + CTC based end-to-end Chinese OCR implemented using tensorflow and keras.
pdftabextract (no longer maintained) - A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
CHINESE-OCR (not actively updated) - 运用tf实现自然场景文字检测,keras/pytorch实现ctpn+crnn+ctc实现不定长场景文字OCR识别
EasyPR - 一个开源的中文车牌识别系统
License-Plate-Detect-Recognition-via-Deep-Neural-Networks-accuracy-up-to-99.9 (not actively updated) - 中文车牌识别

Image / Video Generation

DALL·E Flow - A Human-in-the-Loop workflow for creating HD images from text.
DALL·E Mini - Generate images from a text prompt.
GAN Lab - An Interactive, Visual Experimentation Tool for Generative Adversarial Networks.
DeepFaceLab - DeepFaceLab is the leading software for creating deepfakes.
DeOldify - A Deep Learning based project for colorizing and restoring old images (and video!)
waifu2x - Image Super-Resolution for Anime-Style Art.
Kubric - A data generation pipeline for creating semi-realistic synthetic multi-object videos with rich annotations such as instance segmentation masks, depth maps, and optical flow.
benchmark_VAE - Implements some of the most common (Variational) Autoencoder models under a unified implementation.
FastPhotoStyle (not actively updated) - Style transfer, deep learning, feature transform.
Real-Time-Person-Removal (not actively updated) - Removing people from complex backgrounds in real time using TensorFlow.js in the web browser.
MUNIT (no longer maintained) - Multimodal Unsupervised Image-to-Image Translation.
pytorch_GAN_zoo (not actively updated) - A mix of GAN implementations including progressive growing.
deepcolor (not actively updated) - Automatic coloring and shading of manga-style lineart, using Tensorflow + cGANs.

Natural Language Processing

General Purpose NLP

HuggingFace Transformers - A high-level machine learning library for text, images and audio data, with support for Pytorch, TensorFlow and JAX.
HuggingFace Tokenizers - A high-performance library for text vocabularies and tokenizers.
NLTK - An open source natural language processing library in Python.
spaCy - Industrial-strength Natural Language Processing (NLP) in Python.
ScispaCy - A Python package containing spaCy models for processing biomedical, scientific or clinical text.
PyTextRank - A Python implementation of TextRank as a spaCy pipeline extension, for graph-based natural language work.
textacy - a Python library for performing a variety of natural language processing tasks, based on spaCy.
spacy-transformers - Use pretrained transformers in spaCy, based on HuggingFace Transformers.
Spark NLP - An open source natural language processing library for Apache Spark.
Flair - An open source natural language processing library, based on PyTorch.
Fairseq - A sequence-to-sequence toolkit by Facebook, based on PyTorch.
ParlAI - A python framework for sharing, training and testing dialogue models from open-domain chitchat, based on PyTorch.
Stanza - An open source natural language processing library by Stanford NLP Group, based on PyTorch.
ESPnet - An end-to-end speech processing toolkit covering end-to-end speech recognition, text-to-speech, speech translation, speech enhancement, speaker diarization, spoken language understanding, based on PyTorch.
NLP Architect - A Deep Learning NLP/NLU library by Intel AI Lab, based on PyTorch and TensorFlow.
LightSeq - A high performance training and inference library for sequence processing and generation implemented in CUDA, for Fairseq and HuggingFace Transformers.
FudanNLP (no longer maintained) - Toolkit for Chinese natural language processing.
fastNLP (successor of FudanNLP) - A Modularized and Extensible NLP Framework for PyTorch and PaddleNLP.
Rubrix - A production-ready Python framework for exploring, annotating, and managing data in NLP projects.
Gensim - A Python library for topic modelling, document indexing and similarity retrieval with large corpora, based on NumPy and SciPy.
CLTK - A Python library offering natural language processing for pre-modern languages.
OpenNRE - An open-source and extensible toolkit that provides a unified framework to implement relation extraction models.
minGPT - A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training.
HanLP - 中文分词词性标注命名实体识别依存句法分析成分句法分析语义依存分析语义角色标注指代消解风格转换语义相似度新词发现关键词短语提取自动摘要文本分类聚类拼音简繁转换自然语言处理
LAC - 百度NLP：分词，词性标注，命名实体识别，词重要性
AllenNLP (not actively updated) - An open source natural language processing library, based on PyTorch.
GluonNLP (not actively updated) - A high-level NLP toolkit, based on MXNet.
jiant (no longer maintained) - The multitask and transfer learning toolkit for natural language processing research.
fastText (not actively updated) - A library for efficient learning of word representations and sentence classification.
TextBlob (not actively updated) - A Python library for processing textual data.
jieba (not actively updated) - 结巴中文分词
SnowNLP (not actively updated) - Python library for processing Chinese text.

Conversation & Translation

SpeechBrain - An open-source and all-in-one conversational AI toolkit based on PyTorch.
NeMo - A toolkit for conversational AI, based on PyTorch.
Sockeye - An open-source sequence-to-sequence framework for Neural Machine Translation, based on PyTorch.
DeepPavlov - An open-source conversational AI library built on TensorFlow, Keras and PyTorch.
OpenNMT-py - The PyTorch version of the OpenNMT project, an open-source neural machine translation framework.
OpenNMT-tf - The TensorFlow version of the OpenNMT project, an open-source neural machine translation framework.
Rasa - Open source machine learning framework to automate text- and voice-based conversations.
SentencePiece - Unsupervised text tokenizer for Neural Network-based text generation.
subword-nmt - Unsupervised Word Segmentation for Neural Machine Translation and Text Generation.
OpenPrompt - An Open-Source Framework for Prompt-Learning.
sumy - Module for automatic summarization of text documents and HTML pages.
chatbot - 一个可以自己进行训练的中文聊天机器人，根据自己的语料训练出自己想要的聊天机器人，可以用于智能客服、在线问答、智能聊天等场景。
AI-Writer - AI 写小说，生成玄幻和言情网文等等。中文预训练生成模型。
seq2seq-couplet - 用深度学习对对联。
FARM (not actively updated) - Fast & easy transfer learning for NLP, which focuses on Question Answering.
Haystack (successor of FARM) - A high-level natural language processing library for deployment and production, based on PyTorch and HuggingFace Transformers.
XLM (not actively updated) - PyTorch original implementation of Cross-lingual Language Model Pretraining.

Speech & Audio

TTS - A library for advanced Text-to-Speech generation.
pyAudioAnalysis - A Python library for audio feature extraction, classification, segmentation and applications.
Porcupine - On-device wake word detection powered by deep learning.
MuseGAN - An AI for Music Generation.
wav2letter++ (no longer maintained) - Facebook AI Research's Automatic Speech Recognition Toolkit.
Magenta (no longer maintained) - Music and Art Generation with Machine Intelligence.
SpeechRecognition (not actively updated) - Library for performing speech recognition, with support for several engines and APIs, online and offline.

Others

Spleeter - A source separation library with pretrained models, based on TensorFlow.
Language Interpretability Tool - Interactively analyze NLP models for model understanding in an extensible and framework agnostic interface.
TextAttack - A Python framework for adversarial attacks, data augmentation, and model training in NLP.
CheckList - Behavioral Testing of NLP models with CheckList.

Reinforcement Learning

OpenAI Gym - A toolkit for developing and comparing reinforcement learning algorithms by OpenAI.
DeepMind Lab - A customisable 3D platform for agent-based AI research.
TF-Agents - A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.
TensorLayer - A novel TensorFlow-based deep learning and reinforcement learning library designed for researchers and engineers.
Tensorforce - A TensorFlow library for applied reinforcement learning.
Acme - A research framework for reinforcement learning by DeepMind.
RLax - A library built on top of JAX that exposes useful building blocks for implementing reinforcement learning agents.
ReAgent - An open source end-to-end platform for applied reinforcement learning by Facebook.
Dopamine - A research framework for fast prototyping of reinforcement learning algorithms.
Vowpal Wabbit - A fast, flexible, online, and active learning solution for solving complex interactive machine learning problems.
PFRL - A PyTorch-based deep reinforcement learning library.
garage - A toolkit for reproducible reinforcement learning research.
PyRobot - An Open Source Robotics Research Platform.
AirSim - Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research.
Self-Driving-Car-in-Video-Games - A deep neural network that learns to drive in video games.
OpenAI Baselines (no longer maintained) - A set of high-quality implementations of reinforcement learning algorithms.
Stable Baselines (no longer maintained) - A fork of OpenAI Baselines, implementations of reinforcement learning algorithms.
Stable Baselines3 (successor of OpenAI Baselines and Stable Baselines) - A set of reliable implementations of reinforcement learning algorithms in PyTorch.
PySC2 - StarCraft II Learning Environment.
ViZDoom - Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.
FinRL - The first open-source framework to show the great potential of financial reinforcement learning.
AnimalAI-Olympics (no longer maintained) - Code repository for the Animal AI Olympics competition.
AnimalAI 3 (successor of AnimalAI-Olympics) - AAI supports interdisciplinary research to help better understand human, animal, and artificial cognition.
self-driving-car (no longer maintained) - The Udacity open source self-driving car project.

Graph

DGL - An easy-to-use, high performance and scalable Python package for deep learning on graphs for PyTorch, Apache MXNet or TensorFlow.
NetworkX - A Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks.
igraph - Library for the analysis of networks.
python-igraph - Python interface for igraph.
PyG - A Graph Neural Network Library based on PyTorch.
PyTorch Geometric - Graph Neural Network Library for PyTorch.
OGB - Benchmark datasets, data loaders, and evaluators for graph machine learning.
Spektral - A Python library for graph deep learning, based on Keras and TensorFlow.
Graph Nets - Build Graph Nets in Tensorflow.
Graph4nlp - A library for the easy use of Graph Neural Networks for NLP (DLG4NLP).
Jraph - A Graph Neural Network Library in Jax.
cuGraph - A collection of GPU accelerated graph algorithms that process data found in GPU DataFrames (cuDF).
GraphEmbedding - Implementation and experiments of graph embedding algorithms.
benchmarking-gnns - Repository for benchmarking graph neural networks.
PyTorch-BigGraph (not actively updated) - Generate embeddings from large-scale graph-structured data, based on PyTorch.
TensorFlow Graphics (not actively updated) - Differentiable Graphics Layers for TensorFlow.
StellarGraph (not actively updated) - A Python library for machine learning on graphs and networks.

Causal Inference

EconML - A Python package for estimating heterogeneous treatment effects from observational data via machine learning.
Causal ML - Uplift modeling and causal inference with machine learning algorithms.
DoWhy - A Python library for causal inference that supports explicit modeling and testing of causal assumptions.
CausalNex - A Python library that helps data scientists to infer causation rather than observing correlation.
causallib - A Python package for modular causal inference analysis and model evaluations.
pylift - Uplift modeling package.
grf - Generalized Random Forests.
DoubleML - Double Machine Learning in Python.
Causality - Tools for causal analysis.
YLearn - A python package for causal inference.

Recommendation, Advertisement & Ranking

Recommenders - Best Practices on Recommendation Systems.
Surprise - A Python scikit for building and analyzing recommender systems.
RecLearn - Recommender Learning with Tensorflow2.x.
Implicit - Fast Python Collaborative Filtering for Implicit Feedback Datasets.
LightFM - A Python implementation of LightFM, a hybrid recommendation algorithm.
RecBole - A unified, comprehensive and efficient recommendation library for reproducing and developing recommendation algorithms.
DeepCTR - Easy-to-use,Modular and Extendible package of deep-learning based CTR models.
DeepCTR-Torch - Easy-to-use,Modular and Extendible package of deep-learning based CTR models.
deep-ctr-prediction - CTR prediction models based on deep learning.
RecSys - 计算广告/推荐系统/机器学习(Machine Learning)/点击率(CTR)/转化率(CVR)预估/点击率预估。
AI-RecommenderSystem - 推荐系统领域的一些经典算法模型。
Recommend-System-TF2.0 - 经典推荐算法的原理解析及代码实现。
SparkCTR (not actively updated) - CTR prediction model based on spark(LR, GBDT, DNN).
Awesome-RecSystem-Models (not actively updated) - Implements of Awesome RecSystem Models with PyTorch/TF2.0.
Deep_Rec (not actively updated) - 推荐算法相关代码、文档、资料

Time-Series & Financial

Prophet - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
darts - A python library for easy manipulation and forecasting of time series.
GluonTS - Probabilistic time series modeling in Python.
tslearn - A machine learning toolkit dedicated to time-series data.
sktime - A unified framework for machine learning with time series.
PyTorch Forecasting - Time series forecasting with PyTorch.
STUMPY - A powerful and scalable Python library for modern time series analysis.
StatsForecast - Offers a collection of widely used univariate time series forecasting models, including automatic ARIMA and ETS modeling optimized for high performance using numba.
Orbit - A Python package for Bayesian time series forecasting and inference.
Pmdarima - A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Qlib - An AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment.
IB-insync - Python sync/async framework for Interactive Brokers API.
ffn - A financial function library for Python.
bt - A flexible backtesting framework for Python used to test quantitative trading strategies, based on ffn.
finmarketpy - Python library for backtesting trading strategies & analyzing financial markets.
TensorTrade - An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents, based on TensorFlow.
TF Quant Finance - High-performance TensorFlow library for quantitative finance.
Pandas TA - An easy to use library that leverages the Pandas package with more than 130 Indicators and Utility functions and more than 60 TA Lib Candlestick Patterns.
pyts (not actively updated) - A Python package for time series classification.
CryptoSignal (not actively updated) - A command line tool that automates your crypto currency Technical Analysis (TA).
Catalyst (no longer maintained) - An algorithmic trading library for crypto-assets written in Python.

Other Machine Learning Applications

AlphaFold - Open source code for AlphaFold.
OpenFold - Trainable, memory-efficient, and GPU-friendly PyTorch reproduction of AlphaFold 2.
DeepChem - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology.
Apollo - An open autonomous driving platform.
OpenCog - A framework for integrated Artificial Intelligence & Artificial General Intelligence (AGI).
Screenshot-to-code - A neural network that transforms a design mock-up into a static website.
PennyLane - A cross-platform Python library for differentiable programming of quantum computers.
OR-Tools - Google's Operations Research tools.
CARLA (not actively updated) - An open-source simulator for autonomous driving research.
convnet-burden (not actively updated) - Memory consumption and FLOP count estimates for convnets.
gradient-checkpointing (no longer maintained) - Make huge neural nets fit in memory.

Linear Algebra / Statistics Toolkit

General Purpose Tensor Library

NumPy - The fundamental package for scientific computing with Python.
SciPy - An open-source software for mathematics, science, and engineering in Python.
SymPy - A computer algebra system written in pure Python.
ArrayFire - A general-purpose tensor library that simplifies the process of software development for the parallel architectures found in CPUs, GPUs, and other hardware acceleration devices
CuPy - A NumPy/SciPy-compatible array library for GPU-accelerated computing with Python.
PyCUDA - Pythonic Access to CUDA, with Arrays and Algorithms.
Numba - NumPy aware dynamic Python compiler using LLVM.
xtensor - C++ tensors with broadcasting and lazy computing.
Halide - A language for fast, portable data-parallel computation.
NumExpr - Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.
OpenBLAS - An optimized BLAS library based on GotoBLAS2 1.13 BSD version.
Bottleneck - Fast NumPy array functions written in C.
Enoki - Structured vectorization and differentiation on modern processor architectures.
Mars - A tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and many other libraries.
TensorLy - A Python library that aims at making tensor learning simple and accessible.
Pythran - An ahead of time compiler for a subset of the Python language, with a focus on scientific computing.
Patsy (no longer maintained) - Describing statistical models in Python using symbolic formulas.
Formulaic (successor of Patsy) - A high-performance implementation of Wilkinson formulas for Python.
Theano (no longer maintained) - A Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently.
Aesara (successor of Theano) - A Python library that allows one to define, optimize/rewrite, and evaluate mathematical expressions, especially ones involving multi-dimensional arrays.
einops - A tensor operation library for NumPy, PyTorch, TensorFlow and JAX.
FBGEMM - A low-precision, high-performance matrix-matrix multiplications and convolution library for server-side inference.
taco - A C++ library that computes tensor algebra expressions on sparse and dense tensors.
Joblib - Running Python functions as pipeline jobs, with optimizations for numpy.
Fastor - A lightweight high performance tensor algebra framework for modern C++.
TiledArray - A massively-parallel, block-sparse tensor framework written in C++.
CTF - Cyclops Tensor Framework: parallel arithmetic on multidimensional arrays.
Blitz++ (not actively updated) - Multi-Dimensional Array Library for C++.
juanjosegarciaripoll/tensor (not actively updated) - C++ library for numerical arrays and tensor objects and operations with them, designed to allow Matlab-style programming.
xtensor-blas (not actively updated) - BLAS extension to xtensor.

Tensor Similarity & Dimension Reduction

Milvus - An open-source vector database built to power embedding similarity search and AI applications.
Faiss - A library for efficient similarity search and clustering of dense vectors.
FLANN - Fast Library for Approximate Nearest Neighbors
openTSNE - Extensible, parallel Python implementations of t-SNE.
UMAP - Uniform Manifold Approximation and Projection, a dimension reduction technique that can be used for visualisation similarly to t-SNE.

Statistical Toolkit

Statsmodels - Statistical modeling and econometrics in Python.
shap - A game theoretic approach to explain the output of any machine learning model.
Pyro - Deep universal probabilistic programming with Python and PyTorch.
GPyTorch - A highly efficient and modular implementation of Gaussian Processes in PyTorch.
PyMC - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara.
hmmlearn - Hidden Markov Models in Python, with scikit-learn like API.
emcee - The Python ensemble sampling toolkit for affine-invariant Markov chain Monte Carlo (MCMC).
pgmpy - A python library for working with Probabilistic Graphical Models.
pomegranate - Fast, flexible and easy to use probabilistic modelling in Python.
Orbit - A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
GPflow - Gaussian processes in TensorFlow.
ArviZ - A Python package for exploratory analysis of Bayesian models.
POT - Python Optimal Transport.
Edward (not actively updated) - A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Others

torchdiffeq - Differentiable ordinary differential equation (ODE) solvers with full GPU support and O(1)-memory backpropagation.
deal.II - A C++ program library targeted at the computational solution of partial differential equations using adaptive finite elements.
Neural ODEs - Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations.
Quantum - Microsoft Quantum Development Kit Samples.

Data Processing

Data Representation

pandas - Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more.
cuDF - GPU DataFrame Library.
Polars - Fast multi-threaded DataFrame library in Rust, Python and Node.js.
Modin - Scale your Pandas workflows by changing a single line of code.
Vaex - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second.
PyTables - A Python package to manage extremely large amounts of data.
Pandaral.lel - A simple and efficient tool to parallelize Pandas operations on all available CPUs.
swifter - A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.
datatable - A Python package for manipulating 2-dimensional tabular data structures.
xarray - N-D labeled arrays and datasets in Python.
Zarr - An implementation of chunked, compressed, N-dimensional arrays for Python.
Python Sorted Containers - Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.
Pyrsistent - Persistent/Immutable/Functional data structures for Python.
immutables - A high-performance immutable mapping type for Python.
DocArray - A library for nested, unstructured, multimodal data in transit, including text, image, audio, video, 3D mesh, etc.
Texthero - A python toolkit to work with text-based dataset, bases on Pandas.
ftfy - Fixes mojibake and other glitches in Unicode text.
Box - Python dictionaries with advanced dot notation access.
bidict - The bidirectional mapping library for Python.
anytree - Python tree data library.
pydantic - Data parsing and validation using Python type hints.
stockstats - Supply a wrapper StockDataFrame based on the pandas.DataFrame with inline stock statistics/indicators support.

Data Pre-processing & Loading

DALI - A library for data loading and pre-processing to accelerate deep learning applications.
Label Studio - A multi-type data labeling and annotation tool with standardized output format.
AugLy - A data augmentations library for audio, image, text, and video.
Albumentations - A Python library for image augmentation.
Augmentor - Image augmentation library in Python for machine learning.
Pillow - The friendly PIL fork (Python Imaging Library).
MoviePy - Video editing with Python.
Open3D - A Modern Library for 3D Data Processing.
PCL - The Point Cloud Library (PCL) is a standalone, large scale, open project for 2D/3D image and point cloud processing.
imutils - A basic image processing toolkit in Python, based on OpenCV.
Towhee - Data processing pipelines for neural networks.
ffcv - A drop-in data loading system that dramatically increases data throughput in model training.
NLPAUG - Data augmentation for NLP.
Audiomentations - A Python library for audio data augmentation.
torch-audiomentations - Fast audio data augmentation in PyTorch, with GPU support.
librosa - A python package for music and audio analysis.
Pydub - Manipulate audio with a simple and easy high level interface.
DDSP - A library of differentiable versions of common DSP functions.
TSFRESH - Automatic extraction of relevant features from time series.
TA - A Technical Analysis library useful to do feature engineering from financial time series datasets, based on Pandas and NumPy.
Featuretools - An open source python library for automated feature engineering.
Feature-engine - A Python library with multiple transformers to engineer and select features for use in machine learning models.
img2dataset - Easily turn large sets of image urls to an image dataset.
Faker - A Python package that generates fake data for you.
SDV - Synthetic Data Generation for tabular, relational and time series data.
Googletrans - (unofficial) Googletrans: Free and Unlimited Google translate API for Python. Translates totally free of charge.
OptBinning - Monotonic binning with constraints. Support batch & stream optimal binning. Scorecard modelling and counterfactual explanations.
Scrapy - A fast high-level web crawling & scraping framework for Python.
pyspider - A Powerful Spider(Web Crawler) System in Python.
Instagram Scraper - Scrapes an instagram user's photos and videos.
instaloader - Download pictures (or videos) along with their captions and other metadata from Instagram.
XueQiuSuperSpider - 雪球股票信息超级爬虫
coordtransform - 提供了百度坐标（BD09）、国测局坐标（火星坐标，GCJ02）、和WGS84坐标系之间的转换
nlp_chinese_corpus - 大规模中文自然语言处理语料
imgaug (not actively updated) - Image augmentation for machine learning experiments.
accimage (not actively updated) - High performance image loading and augmenting routines mimicking PIL.Image interface.
Snorkel (not actively updated) - A system for quickly generating training data with weak supervision.
fancyimpute (not actively updated) - A variety of matrix completion and imputation algorithms implemented in Python.
Requests-HTML (not actively updated) - Pythonic HTML Parsing for Humans.
lazynlp (not actively updated) - Library to scrape and clean web pages to create massive datasets.
Google Images Download (not actively updated) - Python Script to download hundreds of images from 'Google Images'.

Data Similarity

image-match - a simple package for finding approximate image matches from a corpus.
jellyfish - A library for approximate & phonetic matching of strings.
TextDistance - Python library for comparing distance between two or more sequences by many algorithms.
Qdrant - A vector similarity search engine for text, image and categorical data in Rust.

Data Management

pandera - A light-weight, flexible, and expressive statistical data testing library.
Kedro - A Python framework for creating reproducible, maintainable and modular data science code.
PyFunctional - Python library for creating data pipelines with chain functional programming.
ImageHash - An image hashing library written in Python.
pandas-profiling - Create HTML data profiling reports for pandas DataFrame.
FiftyOne - An open-source tool for building high-quality datasets and computer vision models.
Datasette - An open source multi-tool for exploring and publishing data.
glom - Python's nested data operator (and CLI), for all your declarative restructuring needs.
dedupe - A python library that uses machine learning to perform fuzzy matching, deduplication and entity resolution quickly on structured data.
Ciphey - Automatically decrypt encryptions without knowing the key or cipher, decode encodings, and crack hashes.
datasketch - Gives you probabilistic data structures that can process and search very large amount of data super fast, with little loss of accuracy.

Data Visualization

Matplotlib - A comprehensive library for creating static, animated, and interactive visualizations in Python.
Seaborn - A high-level interface for drawing statistical graphics, based on Matplotlib.
Bokeh - Interactive Data Visualization in the browser, from Python.
Plotly.js - Open-source JavaScript charting library behind Plotly and Dash.
Plotly.py - An interactive, open-source, and browser-based graphing library for Python, based on Plotly.js.
ggplot2 - An implementation of the Grammar of Graphics in R.
ggpy - ggplot port for python.
Datapane - An open-source framework to create data science reports in Python.
Visdom - A flexible tool for creating, organizing, and sharing visualizations of live, rich data. Supports Torch and Numpy.
TabPy - Execute Python code on the fly and display results in Tableau visualizations.
Streamlit - The fastest way to build data apps in Python.
HyperTools - A Python toolbox for gaining geometric insights into high-dimensional data, based on Matplotlib and Seaborn.
Dash - Analytical Web Apps for Python, R, Julia and Jupyter, based on Plotly.js.
mpld3 - An interactive Matplotlib visualization tool in browser, based on D3.
Vega - A visualization grammar, a declarative format for creating, saving, and sharing interactive visualization designs.
Vega-Lite - Provides a higher-level grammar for visual analysis that generates complete Vega specifications.
Vega-Altair - A declarative statistical visualization library for Python, based on Vega-Lite.
PyQtGraph - Fast data visualization and GUI tools for scientific / engineering applications.
VisPy - A high-performance interactive 2D/3D data visualization library, with OpenGL support.
PyVista - 3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK).
Potree - WebGL point cloud viewer for large datasets.
Holoviews - An open-source Python library designed to make data analysis and visualization seamless and simple.
Graphviz - Python interface for Graphviz to create and render graphs.
PyGraphistry - A Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer.
Apache ECharts - A powerful, interactive charting and data visualization library for browser.
pyecharts - A Python visualization interface for Apache ECharts.
word_cloud - A little word cloud generator in Python.
Datashader - A data rasterization pipeline for automating the process of creating meaningful representations of large amounts of data.
Perspective - A data visualization and analytics component, especially well-suited for large and/or streaming datasets.
ggplot2 - An implementation of the Grammar of Graphics in R.
plotnine - An implementation of the Grammar of Graphics in Python, based on ggplot2.
bqplot - An implementation of the Grammar of Graphics for IPython/Jupyter notebooks.
D-Tale - A visualization tool for Pandas DataFrame, with ipython notebooks support.
missingno - A Python visualization tool for missing data.
HiPlot - A lightweight interactive visualization tool to help AI researchers discover correlations and patterns in high-dimensional data.
Sweetviz - Visualize and compare datasets, target values and associations, with one line of code.
Netron - Visualizer for neural network, deep learning, and machine learning models.
livelossplot - Live training loss plot in Jupyter Notebook for Keras, PyTorch and others.
Diagrams - Lets you draw the cloud system architecture in Python code.
SandDance - Visually explore, understand, and present your data.
ML Visuals - Contains figures and templates which you can reuse and customize to improve your scientific writing.
Scattertext (not actively updated) - A tool for finding distinguishing terms in corpora and displaying them in an interactive HTML scatter plot.
TensorSpace.js - Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js.
Netscope (not actively updated) - Neural network visualizer.
draw_convnet (not actively updated) - Python script for illustrating Convolutional Neural Network (ConvNet).
PlotNeuralNet (not actively updated) - Latex code for making neural networks diagrams.

Machine Learning Tutorials

PyTorch official tutorials - Official tutorials for PyTorch.
DeepLearningExamples - State-of-the-Art Deep Learning examples that are easy to train and deploy, achieving the best reproducible accuracy and performance with NVIDIA CUDA-X software stack running on NVIDIA Volta, Turing and Ampere GPUs.
Learn OpenCV - C++ and Python Examples.
nlp-with-transformers - Jupyter notebooks for the Natural Language Processing with Transformers book.
labml.ai - A collection of PyTorch implementations of neural networks and related algorithms, which are documented with explanations and rendered as side-by-side formatted notes.
Machine Learning Notebooks (no longer maintained) - This project aims at teaching you the fundamentals of Machine Learning in python. It contains the example code and solutions to the exercises in my O'Reilly book Hands-on Machine Learning with Scikit-Learn and TensorFlow.
Machine Learning Notebooks, 3rd edition (successor of Machine Learning Notebooks) - A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
Made With ML - Learn how to responsibly develop, deploy and maintain production machine learning applications.
Reinforcement-learning-with-tensorflow - Simple Reinforcement learning tutorials.
Jezzamonn/fourier - An Interactive Introduction to Fourier Transforms.
adv-financial-ml-marcos-exercises - Exercises of the book: Advances in Financial Machine Learning by Marcos Lopez de Prado.
d2l-zh - 《动手学深度学习》：面向中文读者、能运行、可讨论。中英文版被60个国家的400所大学用于教学。
nndl.github.io - 《神经网络与深度学习》邱锡鹏著
AI-Job-Notes - AI算法岗求职攻略（涵盖准备攻略、刷题指南、内推和AI公司清单等资料）
TensorFlow Course (not actively updated) - Simple and ready-to-use tutorials for TensorFlow.
Tensorflow Cookbook (not actively updated) - Simple Tensorflow Cookbook for easy-to-use.
Tensorflow2 Cookbook (not actively updated) - Simple Tensorflow 2.x Cookbook for easy-to-use
TensorFlow Tutorials - TensorFlow Tutorials with YouTube Videos.
stanford-cs-221-artificial-intelligence (not actively updated) - VIP cheatsheets for Stanford's CS 221 Artificial Intelligence.
TinyFlow (no longer maintained) - Tutorial code on how to build your own Deep Learning System in 2k Lines.
Convolution arithmetic (not actively updated) - A technical report on convolution arithmetic in the context of deep learning.
tensorflow2_tutorials_chinese (not actively updated) - tensorflow2中文教程
yao62995/tensorflow (not actively updated) - 图解tensorflow 源码
deeplearningbook-chinese - Deep Learning 中文翻译
lihang-code (not actively updated) - 《统计学习方法》的代码实现

Computer Graphics

Graphic Libraries & Renderers

NVIDIA Linux Open GPU Kernel Module Source - NVIDIA Linux open GPU kernel module source.
Vulkan-Hpp - Open-Source Vulkan C++ API.
- Related projects:
  - Vulkan Guide - One stop shop for getting started with the Vulkan API.
  - Vulkan Samples - One stop solution for all Vulkan samples.
  - VulkanTools - Tools to aid in Vulkan development.
  - VulkanTutorial - Tutorial for the Vulkan graphics and compute API.
  - Vulkan C++ examples and demos - Examples and demos for the new Vulkan API.
GLFW - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
GLEW - The OpenGL Extension Wrangler Library.
WebGL - The Official Khronos WebGL Repository.
three.js - JavaScript 3D Library.
CUB - Cooperative primitives for CUDA C++.
glad - Multi-Language Vulkan/GL/GLES/EGL/GLX/WGL Loader-Generator based on the official specs.
Shaderc - A collection of tools, libraries, and tests for Vulkan shader compilation.
3D Game Shaders For Beginners - A step-by-step guide to implementing SSAO, depth of field, lighting, normal mapping, and more for your 3D game.
Taichi Lang - Productive & portable high-performance programming in Python.
Mitsuba 2 (no longer maintained) - A Retargetable Forward and Inverse Renderer.
Mitsuba 3 (successor of Mitsuba 2) - A Retargetable Forward and Inverse Renderer.
OpenVR - An API and runtime that allows access to VR hardware from multiple vendors without requiring that applications have specific knowledge of the hardware they are targeting.
A-Frame - Web framework for building virtual reality experiences.
Skia - A complete 2D graphic library for drawing Text, Geometries, and Images.
tiny-renderer (not actively updated) - A tiny sotfware 3D renderer in 100 lines of Python.

Game Engines

Godot - Multi-platform 2D and 3D game engine.
- Related projects:
  - Awesome Godot - A curated list of free/libre plugins, scripts and add-ons for Godot
  - Godot demo projects - Demonstration and Template Projects.
Stride - An open-source C# game engine for realistic rendering and VR.
libGDX - Desktop/Android/HTML5/iOS Java game development framework.
raylib - A simple and easy-to-use library to enjoy videogames programming.
O3DE - An Apache 2.0-licensed multi-platform 3D engine that enables developers and content creators to build AAA games, cinema-quality 3D worlds, and high-fidelity simulations without any fees or commercial obligations.
EnTT - Gaming meets modern C++ - a fast and reliable entity component system (ECS) and much more.
Halley - A lightweight game engine written in modern C++.
Panda3D - Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU.
OpenXRay - Improved version of the X-Ray Engine, the game engine used in the world-famous S.T.A.L.K.E.R. game series by GSC Game World.
Spring - A powerful free cross-platform RTS game engine.
olcPixelGameEngine - A tool used in javidx9's YouTube videos and projects.
Acid - A high speed C++17 Vulkan game engine.
Crown - The flexible game engine.
Corange - Pure C Game Engine.
KlayGE - A cross-platform open source game engine with plugin-based architecture.
nCine - A cross-platform 2D game engine.
SuperTuxKart - SuperTuxKart is a free kart racing game. It focuses on fun and not on realistic kart physics.
Endless Sky - Space exploration, trading, and combat game.
SDLPAL - SDL-based reimplementation of the classic Chinese-language RPG known as PAL.
Game-Programmer-Study-Notes - 涉及游戏开发中的图形学、实时渲染、编程实践、GPU编程、设计模式、软件工程等内容。
Cocos2d-x (not actively updated) - A suite of open-source, cross-platform, game-development tools used by millions of developers all over the world.
WebGL Quake 3 Renderer (not actively updated) - WebGL app that renders levels from Quake 3.
DOOM-3-BFG (not actively updated) - Doom 3 BFG Edition
toy (not actively updated) - The thin c++ game engine.
GamePlay (not actively updated) - Open-source, cross-platform, C++ game engine for creating 2D/3D games.
Battle City Remake (no longer maintained) - Battle city remake built with react.

CG Tutorials

tinyrenderer - Software rendering in 500 lines of code.
tinyraytracer - Understandable RayTracing in 256 lines of bare C++.
Unity3DTraining - Unity的练习项目
tinyraycaster - Build your own 3D shooter in a weekend.
tinykaboom (not actively updated) - KABOOM! in 180 lines of bare C++.
Godot-24-Hours (not actively updated) - Examples and demo projects for the Godot Engine Game Development in 24 Hours book.

Full-Stack Development

DevOps

Docker Compose - Define and run multi-container applications with Docker.
- Related projects:
  - Docker SDK for Python - A Python library for the Docker Engine API
  - NVIDIA Container Toolkit - Build and run Docker containers leveraging NVIDIA GPUs
Kubernetes Python Client - Official Python client library for kubernetes.
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows.
Gaia - Build powerful pipelines in any programming language.
ZooKeeper - Apache ZooKeeper.
Apollo - A reliable configuration management system suitable for microservice configuration management scenarios.
Nomad - An easy-to-use, flexible, and performant workload orchestrator that can deploy a mix of microservice, batch, containerized, and non-containerized applications.
Flask - The Python micro framework for building web applications.
Buildbot - Python-based continuous integration testing framework.
Kratos - Your ultimate Go microservices framework for the cloud-native era.
Celery - Distributed Task Queue.
Prefect 2 - The easiest way to transform any function into a unit of work that can be observed and governed by orchestration rules.
Luigi - A Python module that helps you build complex pipelines of batch jobs.
RQ - A simple Python library for queueing jobs and processing them in the background with workers.
huey - A little task queue for python.
arq - Fast job queuing and RPC in python with asyncio and redis.
TaskTiger - Python task queue using Redis.
Mara Pipelines - A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.
Ansible - A radically simple IT automation platform that makes your applications and systems easier to deploy and maintain.
Pulumi - Infrastructure as Code SDK is the easiest way to create and deploy cloud software that use containers, serverless functions, hosted services, and infrastructure, on any cloud.
Fabric - Simple, Pythonic remote execution and deployment.
pyinfra - Automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.
Nightingale - An enterprise-level cloud-native monitoring system, which can be used as drop-in replacement of Prometheus for alerting and Grafana for visualization.
Linux kernel - Linux kernel source tree.
OSv - A new operating system for the cloud.
Netdata - Real-time performance monitoring, done right!
whylogs - The open standard for data logging.
devops-exercises - Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions.
TencentOS-tiny - 腾讯物联网终端操作系统
Codespaces (not actively updated) - Devops Workspaces in a Box.

Desktop App Development

Electron - Build cross-platform desktop apps with JavaScript, HTML, and CSS.
- Related projects:
  - electron-quick-start - Clone to try a simple Electron app.
  - Electron API Demos - Explore the Electron APIs.
TypeScript - A superset of JavaScript that compiles to clean JavaScript output.
React Native - A framework for building native applications using React.
Appsmith - Low code project to build admin panels, internal tools, and dashboards. Integrates with 15+ databases and any API.
SCons - A software construction tool.
Bazel - A fast, scalable, multi-language and extensible build system.
xmake - A cross-platform build utility based on Lua.
Proton Native (not actively updated) - A React environment for cross platform desktop apps.

Python Toolkit

Kivy - Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.
Gooey - Turn (almost) any Python command line program into a full GUI application with one line.
DearPyGui - A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.
Flexx - Write desktop and web apps in pure Python.
PySimpleGUI - Transforms the tkinter, Qt, WxPython, and Remi (browser-based) GUI frameworks into a simpler interface.
Eel - A little Python library for making simple Electron-like HTML/JS GUI apps.
Toga - A Python native, OS native GUI toolkit.
schedule - Python job scheduling for humans.
Click - A Python package for creating beautiful command line interfaces in a composable way with as little code as necessary.
Rich - A Python library for rich text and beautiful formatting in the terminal.
Colorama - Simple cross-platform colored terminal text in Python.
colout - Color text streams with a polished command line interface.
ASCIIMATICS - A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII art animations.
Emoji - emoji terminal output for Python.
Python Fire - A library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
Typer - A Python library for building CLI applications.
powerline-shell - A beautiful and useful prompt for your shell.
Python Prompt Toolkit - Library for building powerful interactive command line applications in Python.
Questionary - A Python library for effortlessly building pretty command line interfaces.
Argcomplete - Provides easy, extensible command line tab completion of arguments for your Python script.
python-dotenv - Reads key-value pairs from a .env file and can set them as environment variables.
Cookiecutter - A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
PyScaffold - A project generator for bootstrapping high quality Python packages, ready to be shared on PyPI and installable via pip.
dynaconf - Configuration Management for Python.
Hydra - A framework for elegantly configuring complex applications.
Python Decouple - Helps you to organize your settings so that you can change parameters without having to redeploy your app.
OmegaConf - A hierarchical configuration system, with support for merging configurations from multiple sources (YAML config files, dataclasses/objects and CLI arguments) providing a consistent API regardless of how the configuration was created.
Gin Config - Provides a lightweight configuration framework for Python.
Py4J - Enables Python programs to dynamically access arbitrary Java objects.
keyboard - Hook and simulate global keyboard events on Windows and Linux.

C++/C Toolkit

wxWidgets - Cross-Platform C++ GUI Library.
Nana (not actively updated) - A modern C++ GUI library.

Web Development

React - A declarative, efficient, and flexible JavaScript library for building user interfaces.
Django - A high-level Python web framework that encourages rapid development and clean, pragmatic design.
jQuery - jQuery JavaScript Library.
jQuery UI - The official jQuery user interface library.
Ant Design - An enterprise-class UI design language and React UI library.
Hugo - The world’s fastest framework for building websites.
Hexo - A fast, simple & powerful blog framework, powered by Node.js.
Jekyll - A blog-aware static site generator in Ruby.
Gutenberg - The Block Editor project for WordPress and beyond.
Wasmer - The leading WebAssembly Runtime supporting WASI and Emscripten.
Ghost - Turn your audience into a business. Publishing, memberships, subscriptions and newsletters.
Mercury - Convert Python notebook to web app and share with non-technical users.
Stylus - Expressive, robust, feature-rich CSS language built for nodejs.
D3 - A JavaScript library for visualizing data using web standards.
Paramiko - The leading native Python SSHv2 protocol library.
Netmiko - Multi-vendor library to simplify Paramiko SSH connections to network devices.
Storybook - A frontend workshop for building UI components and pages in isolation. Made for UI development, testing, and documentation.
ProjectVisBug - FireBug for designers › Edit any webpage, in any state.
readthedocs.org - The source code that powers readthedocs.org
reactnative.dev - Configuration and documentation powering the React Native website.
Clone Wars - 100+ open-source clones of popular sites like Airbnb, Amazon, Instagram, Netflix, Tiktok, Spotify, Whatsapp, Youtube etc. See source code, demo links, tech stack, github stars.
50projects50days - 50+ mini web projects using HTML, CSS & JS.
Public APIs - A collective list of free APIs
WebKit - The browser engine used by Safari, Mail, App Store and many other applications on macOS, iOS and Linux.
PhantomJS - Scriptable Headless Browser.
Open-IM-Server - Open source Instant Messaging Server.
progress-bar - Flask API for SVG progress badges.
ScrollMagic - The javascript library for magical scroll interactions.
KaTeX - Fast math typesetting for the web.
Brook - A cross-platform network tool designed for developers.
pixelmatch - The smallest, simplest and fastest JavaScript pixel-level image comparison library.
kcptun - A Stable & Secure Tunnel based on KCP with N:M multiplexing and FEC. Available for ARM, MIPS, 386 and AMD64
mall-swarm - 是一套微服务商城系统，采用了 Spring Cloud 2021 & Alibaba、Spring Boot 2.7、Oauth2、MyBatis、Docker、Elasticsearch、Kubernetes等核心技术，同时提供了基于Vue的管理后台方便快速搭建系统。mall-swarm在电商业务的基础集成了注册中心、配置中心、监控中心、网关等系统功能。文档齐全，附带全套Spring Cloud教程。
bbs-go - 基于Golang的开源社区系统。
py12306 - 12306 购票助手，支持集群，多账号，多任务购票以及 Web 页面管理
heti - 赫蹏（hètí）是专为中文内容展示设计的排版样式增强。它基于通行的中文排版规范而来，可以为网站的读者带来更好的文章阅读体验。
spring-boot-examples - Spring Boot 教程、技术栈示例代码，快速简单上手教程。
SpringBoot-Learning - Spring Boot基础教程。
big-react - 从零实现 React v18 的核心功能。
visual-drag-demo - 一个低代码（可视化拖拽）教学项目。
Waypoints - A library that makes it easy to execute a function whenever you scroll to an element.
flv.js (not actively updated) - HTML5 FLV Player
cim (not actively updated) - 适用于开发者的分布式即时通讯系统

Mobile Development

Ionic - A powerful cross-platform UI toolkit for building native-quality iOS, Android, and Progressive Web Apps with HTML, CSS, and JavaScript.
PulltoRefresh.js - A quick and powerful plugin for your pull-to-refresh needs in your webapp.
Signal Android - A private messenger for Android.
QMUI_Android - 提高 Android UI 开发效率的 UI 库
GSYVideoPlayer - 视频播放器（IJKplayer、ExoPlayer、MediaPlayer），HTTPS，支持弹幕，外挂字幕，支持滤镜、水印、gif截图，片头广告、中间广告，多个同时播放，支持基本的拖动，声音、亮度调节，支持边播边缓存，支持视频自带rotation的旋转（90,270之类），重力旋转与手动旋转的同步支持，支持列表播放，列表全屏动画，视频加载速度，列表小窗口支持拖动，动画效果，调整比例，多分辨率切换，支持切换播放器，进度条小窗口预览，列表切换详情页面无缝播放，rtsp、concat、mpeg。
GSYGithubAppKotlin - 超完整的Android Kotlin 项目，功能丰富，适合学习和日常使用。GSYGithubApp系列的优势：目前已经拥有Flutter、Weex、ReactNative、Kotlin四个版本。功能齐全，项目框架内技术涉及面广，完成度高。
MethodTraceMan - 用于快速找到高耗时方法，定位解决Android App卡顿问题。通过gradle plugin+ASM实现可配置范围的方法插桩来统计所有方法的耗时，并提供友好的界面展示，支持耗时筛选、线程筛选、方法名筛选等。
EasyFloat - 浮窗从未如此简单（Android可拖拽悬浮窗口，支持页面过滤、自定义动画，可设置单页面浮窗、前台浮窗、全局浮窗，浮窗权限按需自动申请...）
Dexposed - Dexposed enable 'god' mode for single android application.
Epic - Dynamic java method AOP hook for Android(continution of Dexposed on ART), Supporting 5.0~11.
GPUImage (not actively updated) - An open source iOS framework for GPU-based image and video processing.
GPUImage for Android (not actively updated) - Android filters based on OpenGL (idea from GPUImage for iOS).
ijkplayer (not actively updated) - Android/iOS video player based on FFmpeg n3.4, with MediaCodec, VideoToolbox support.
libstreaming (not actively updated) - A solution for streaming H.264, H.263, AMR, AAC using RTP on Android.
Stetho (not actively updated) - A debug bridge for Android applications, enabling the powerful Chrome Developer Tools and much more.
Genius-Android - Android Material Design Theme UI and Tool Library.
MultiType (not actively updated) - Flexible multiple types for Android RecyclerView.
DanmakuFlameMaster (not actively updated) - Android开源弹幕引擎
MagicCamera - 包含美颜等40余种实时滤镜相机，可拍照、录像、图片修改
LazyRecyclerAdapter (not actively updated) - 极简通用的RecyclerAdapter，入侵性低，支持一个列表多种Item类型，无需维护和编写Adapter代码，快速集成拥有点击，动画，自定义刷新，自定义加载更多，自定义空页面显示，通用分割线，动态绑定等高复用，你只需要编写维护Holder代码。

Process, Thread & Coroutine

sh - A full-fledged subprocess replacement for Python 2, Python 3, PyPy and PyPy3 that allows you to call any program as if it were a function.
oneTBB - A flexible C++ library that simplifies the work of adding parallelism to complex applications, even if you are not a threading expert.
HPX - The C++ Standard Library for Parallelism and Concurrency.
Muduo - Event-driven network library for multi-threaded Linux server in C++11.
Supervisor - A client/server system that allows its users to control a number of processes on UNIX-like operating systems.
Pexpect - A Python module for controlling interactive programs in a pseudo-terminal.
Plumbum - A small yet feature-rich library for shell script-like programs in Python.
Greenlets - Lightweight in-process concurrent programming.
AnyIO - High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.
gevent - Coroutine-based concurrency library for Python.
CTPL (not actively updated) - Modern and efficient C++ Thread Pool Library.
ThreadPool (not actively updated) - A simple C++11 Thread Pool implementation.

Debugging & Profiling & Tracing

For Python

PySnooper - Never use print for debugging again.
py-spy - A sampling profiler for Python programs.
Scalene - A high-performance, high-precision CPU, GPU, and memory profiler for Python.
Pyroscope - Pyroscope is an open source continuous profiling platform.
pyinstrument - Call stack profiler for Python.
vprof - A Python package providing rich and interactive visualizations for various Python program characteristics such as running time and memory usage.
GPUtil - A Python module for getting the GPU status from NVIDA GPUs using nvidia-smi programmically in Python.
Wily - A Python application for tracking, reporting on timing and complexity in Python code.
Radon - Various code metrics for Python code.
ps_mem - A utility to accurately report the in core memory usage for a program.

For C++/C

x64dbg - An open-source x64/x32 debugger for windows.
ORBIT - A standalone C/C++ profiler for Windows and Linux.
BCC - Tools for BPF-based Linux IO analysis, networking, monitoring, and more.
osquery - SQL powered operating system instrumentation, monitoring, and analytics.
Tracy - A real time, nanosecond resolution, remote telemetry, hybrid frame and sampling profiler for games and other applications.
Coz - Finding Code that Counts with Causal Profiling.
timemory - Modular C++ Toolkit for Performance Analysis and Logging. Profiling API and Tools for C, C++, CUDA, Fortran, and Python.
gputop (not actively updated) - A GPU profiling tool.

For Go

gops - A tool to list and diagnose Go processes currently running on your system.
pprof - A tool for visualization and analysis of profiling data.
JD-GUI (not actively updated) - A standalone Java Decompiler GUI.

Data Management & Processing

Database & Cloud Management

Redis - An in-memory database that persists on disk.
- Related projects:
  - redis-py - Redis Python client
  - Node-Redis - Redis Node.js client
  - Jedis - Redis Java client
MongoDB - The MongoDB Database.
- Related projects:
  - PyMongo - The Python driver for MongoDB
  - MongoDB Go Driver - The Go driver for MongoDB
  - MongoDB NodeJS Driver - The Node.js driver for MongoDB
  - MongoDB C# Driver - The .NET driver for MongoDB
  - MongoEngine - A Python Object-Document-Mapper for working with MongoDB
  - Motor - The async Python driver for MongoDB and Tornado or asyncio
Apache Spark - A unified analytics engine for large-scale data processing.
Presto - A distributed SQL query engine for big data.
Google Cloud Python Client - Google Cloud Client Library for Python.
Elasticsearch - Free and Open, Distributed, RESTful Search Engine.
- Related projects:
  - Kibana - A browser-based analytics and search dashboard for Elasticsearch
  - Logstash - Transport and process your logs, events, or other data
  - Beats - Lightweight shippers for Elasticsearch & Logstash
  - Elastic UI Framework - A collection of React UI components for quickly building user interfaces at Elastic
  - Elasticsearch Python Client - Official Elasticsearch client library for Python
  - Elasticsearch DSL - High level Python client for Elasticsearch
  - Elasticsearch Node.js client - Official Elasticsearch client library for Node.js
  - Elasticsearch PHP client - Official PHP client for Elasticsearch
  - go-elasticsearch - The official Go client for Elasticsearch
SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
- Related projects:
  - Alembic - A database migrations tool for SQLAlchemy
  - SQLModel - SQL databases in Python, designed for simplicity, compatibility, and robustness
  - Databases - Async database support for Python
Apache Libcloud - A Python library which hides differences between different cloud provider APIs and allows you to manage different cloud resources through a unified and easy to use API.
Grafana - The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.
Joblib Apache Spark Backend - Provides Apache Spark backend for joblib to distribute tasks on a Spark cluster.
PyMySQL - Pure Python MySQL Client.
- Related projects:
  - mysqlclient - MySQL database connector for Python
Redigo - Go client for Redis.
Dgraph - Native GraphQL Database with graph backend.
Tortoise ORM - Familiar asyncio ORM for python, built with relations in mind.
Ibis - Expressive analytics in Python at any scale.
peewee - A small, expressive orm -- supports postgresql, mysql and sqlite.
DB4S - DB Browser for SQLite (DB4S) is a high quality, visual, open source tool to create, design, and edit database files compatible with SQLite.
TinyDB - A lightweight document oriented database written in pure Python and has no external dependencies.
MyCAT - An enforced database which is a replacement for MySQL and supports transaction and ACID.
Pony - An advanced object-relational mapper.
dataset - Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.
Dagster - An orchestration platform for the development, production, and observation of data assets.
Great Expectations - Helps data teams eliminate pipeline debt, through data testing, documentation, and profiling.
dbt - Enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
Metabase - The simplest, fastest way to get business intelligence and analytics to everyone in your company.
Ploomber - The fastest way to build data pipelines.
PyHive - Python interface to Hive and Presto.
Pypeln - A simple yet powerful Python library for creating concurrent data pipelines.
petl - A general purpose Python package for extracting, transforming and loading tables of data.
PySyft - Data science on data without acquiring a copy.

Streaming Data Management

Apache Beam - A unified programming model for Batch and Streaming data processing.
Apache Kafka - Mirror of Apache Kafka.
Apache Flink - An open source stream processing framework with powerful stream- and batch-processing capabilities.
kafka-python - Python client for Apache Kafka.
confluent-kafka-python - Confluent's Kafka Python Client.
Perspective - A data visualization and analytics component, especially well-suited for large and/or streaming datasets.
Deep Lake - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow.
Streamparse - Lets you run Python code against real-time streams of data via Apache Storm.
StreamAlert - A serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data from any environment, using datasources and alerting logic you define.
Prometheus - The Prometheus monitoring system and time series database.
- Related projects:
  - Prometheus Python Client - Prometheus instrumentation library for Python applications

Data Format & I/O

protobuf - Google's language-neutral, platform-neutral, extensible mechanism for serializing structured data.
FlatBuffers - A cross platform serialization library architected for maximum memory efficiency.

For Python

Imageio - Python library for reading and writing image data.
Wand - The ctypes-based simple ImageMagick binding for Python.
VidGear - A High-performance cross-platform Video Processing Python framework powerpacked with unique trailblazing features.
marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
cloudpickle - Extended pickling support for Python objects.
dill - Extends python's pickle module for serializing and de-serializing python objects to the majority of the built-in python types.
UltraJSON - Ultra fast JSON decoder and encoder written in C with Python bindings.
orjson - Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
simplejson - A simple, fast, extensible JSON encoder/decoder for Python.
jsonschema - An implementation of the JSON Schema specification for Python.
jsonpickle - Python library for serializing any arbitrary object graph into JSON.
MessagePack - An efficient binary serialization format. It lets you exchange data among multiple languages like JSON.
PyYAML - Canonical source repository for PyYAML.
StrictYAML - Type-safe YAML parser and validator.
xmltodict - Python module that makes working with XML feel like you are working with JSON.
csvkit - A suite of utilities for converting to and working with CSV, the king of tabular file formats.
Tablib - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
HDF5 for Python - The h5py package is a Pythonic interface to the HDF5 binary data format.
smart_open - Utils for streaming large files (S3, HDFS, gzip, bz2...).
validators - Python Data Validation for Humans.
Arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
Pendulum - Python datetimes made easy.
dateutil - The dateutil module provides powerful extensions to the standard datetime module, available in Python.
dateparser - Python parser for human readable dates.
Watchdog - Python library and shell utilities to monitor filesystem events.
uvloop - A fast, drop-in replacement of the built-in asyncio event loop.
aiofiles - An Apache2 licensed library, written in Python, for handling local disk files in asyncio applications.
PyFilesystem2 - Python's Filesystem abstraction layer.
path - Object-oriented file system path manipulation.
phonenumbers Python Library - Python port of Google's libphonenumber.
Chardet - Python character encoding detector.
Python Slugify - A Python slugify application that handles unicode.
humanize - Contains various common humanization utilities, like turning a number into a fuzzy human-readable duration ("3 minutes ago") or into a human-readable size or throughput.
XlsxWriter - A Python module for creating Excel XLSX files.
xlwings - A Python library that makes it easy to call Python from Excel and vice versa.
pygsheets - Google Spreadsheets Python API v4
gdown - Download a large file from Google Drive.
schema (not actively updated) - A library for validating Python data structures.

For C++/C

glog - C++ implementation of the Google logging module.
FFmpeg - A collection of libraries and tools to process multimedia content such as audio, video, subtitles and related metadata.
LAV Filters - Open-Source DirectShow Media Splitter and Decoders.
OpenEXR - Provides the specification and reference implementation of the EXR file format, the professional-grade image storage format of the motion picture industry.
spdlog - Fast C++ logging library.
glogg (not actively updated) - A fast, advanced log explorer.

For Go

json-iterator/go - A high-performance 100% compatible drop-in replacement of "encoding/json"
json-to-go - Translates JSON into a Go type in your browser instantly (original).

For Java

fastjson - A Java library that can be used to convert Java Objects into their JSON representation.
jackson-core - Core part of Jackson that defines Streaming API as well as basic shared abstractions.
Okio - A modern I/O library for Android, Java, and Kotlin Multiplatform.

Security

Vulhub - Pre-Built Vulnerable Environments Based on Docker-Compose.
hackingtool - ALL IN ONE Hacking Tool For Hackers.
sqlmap - Automatic SQL injection and database takeover tool.
detect-secrets - An enterprise friendly way of detecting and preventing secrets in code.
Safety - Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
Bandit - A tool designed to find common security issues in Python code.
Mattermost - An open source platform for secure collaboration across the entire software development lifecycle.

Package Management

For Python

Conda - OS-agnostic, system-level binary package manager and ecosystem.
mamba - The Fast Cross-Platform Package Manager.
pip - The Python package installer.
Poetry - Python packaging and dependency management made easy.
pipx - Install and Run Python Applications in Isolated Environments.
PDM - A modern Python package and dependency manager supporting the latest PEP standards.
pip-tools - A set of tools to keep your pinned Python dependencies fresh.
pipreqs (not actively updated) - Generate pip requirements.txt file based on imports of any project.

For C++/C

Vcpkg - C++ Library Manager for Windows, Linux, and MacOS.

For Scala

Coursier - Pure Scala Artifact Fetching.

For JavaScript

NVM for Windows - A node.js version management utility for Windows. Ironically written in Go.
cnpm - npm client for China mirror of npm

Containers & Language Extentions & Linting

Linguist - This library is used on GitHub.com to detect blob languages, ignore binary or vendored files, suppress generated files in diffs, and generate language breakdown graphs.
cloc - Counts blank lines, comment lines, and physical lines of source code in many programming languages.
ShellCheck - A static analysis tool for shell scripts.
Cosmos - Cosmos is your personal offline collection of every algorithm and data structure one will ever encounter and use in a lifetime.
DevDocs - API Documentation Browser.
The Silver Searcher (not actively updated) - A code-searching tool similar to ack, but faster.

For Python

CPython - The Python programming language.
manylinux - Python wheels that work on any linux (almost).
pytest - The pytest framework makes it easy to write small tests, yet scales to support complex functional testing.
tqdm - A Fast, Extensible Progress Bar for Python and CLI.
transitions - A lightweight, object-oriented finite state machine implementation in Python with many extensions.
MicroPython - A lean and efficient Python implementation for microcontrollers and constrained systems.
Pyston - A faster and highly-compatible implementation of the Python programming language.
attrs - Python Classes Without Boilerplate.
Boltons - A set of over 230 BSD-licensed, pure-Python utilities in the same spirit as — and yet conspicuously missing from — the standard library.
GRequests - Allows you to use Requests with Gevent to make asynchronous HTTP Requests easily.
cachetools - Provides various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator.
More Itertools - More routines for operating on iterables, beyond itertools.
Toolz - A set of utility functions for iterators, functions, and dictionaries.
Funcy - A collection of fancy functional tools focused on practicality.
Dependency Injector - A dependency injection framework for Python.
Tenacity - An Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just about anything.
returns - Make your functions return something meaningful, typed, and safe.
wrapt - A Python module for decorators, wrappers and monkey patching.
Mypy - A static type checker for Python.
Pyright - A fast type checker meant for large Python source bases.
pytype - A static type analyzer for Python code.
Jedi - Awesome autocompletion, static analysis and refactoring library for python.
Beartype - Unbearably fast near-real-time runtime type-checking in pure Python.
Flake8 - A python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
- Related projects:
  - wemake-python-styleguide - The strictest and most opinionated python linter ever.
Pylint - A static code analyser for Python 2 or 3.
isort - A Python utility / library to sort imports alphabetically, and automatically separated into sections and by type.
prospector - Inspects Python source files and provides information about type and location of classes, methods etc.
Pyre - Performant type-checking for python.
YAPF - A formatter for Python files.
Black - The uncompromising Python code formatter.
autopep8 - A tool that automatically formats Python code to conform to the PEP 8 style guide.
rope - A python refactoring library.
pyupgrade - A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.
Vulture - Finds unused code in Python programs.
algorithms - Minimal examples of data structures and algorithms in Python.
DeepDiff - Deep Difference and search of any Python object/data.
Pygments - A generic syntax highlighter written in Python.
pybind11 - Seamless operability between C++11 and Python.
cppimport - Import C++ files directly from Python.
jupyter_contrib_nbextensions - A collection of various notebook extensions for Jupyter.

For C++/C

Folly - An open-source C++ library developed and used at Facebook.
gflags - Contains a C++ library that implements commandline flags processing. It includes built-in support for standard types such as string and the ability to define flags in the source file in which they are used.
GoogleTest - Google Testing and Mocking Framework.
Catch2 - A modern, C++-native, test framework for unit-tests, TDD and BDD - using C++14, C++17 and later (C++11 support is in v2.x branch, and C++03 on the Catch1.x branch).
Ninja - A small build system with a focus on speed.
Coost - A tiny boost library in C++11.
AsmJit - A lightweight library for machine code generation written in C++ language.
fmt - A modern formatting library.
gperftools - a collection of a high-performance multi-threaded malloc() implementation, plus some pretty nifty performance analysis tools.
jemalloc - A general purpose malloc(3) implementation that emphasizes fragmentation avoidance and scalable concurrency support.
libhv - A c/c++ network library for developing TCP/UDP/SSL/HTTP/WebSocket/MQTT client/server.
cpp-sort - Sorting algorithms & related tools for C++14.
SimpleGPUHashTable - A simple GPU hash table implemented in CUDA using lock free techniques.
PJON - An experimental, arduino-compatible, multi-master, multi-media network protocol.
cppman - C++ 98/11/14 manual pages for Linux/MacOS.
cpp-docs - Visual Studio documentation for Microsoft C++.
vscode-leetcode - Solve LeetCode problems in VS Code.
Nano (not actively updated) - High-performance C++ for macOS, iOS, tvOS, Android, Linux, and Windows.
leetcode-cli (not actively updated) - A cli tool to enjoy leetcode.

For Go

Realize - Golang Task Runner which enhance your workflow by automating the most common tasks and using the best performing Golang live reloading.
GCache - An in-memory cache library for golang. It supports multiple eviction policies: LRU, LFU, ARC.
Gonum - A set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more.
sh - A shell parser, formatter, and interpreter with bash support; includes shfmt.
gotests - Automatically generate Go test boilerplate from your source code.
goproxy - A global proxy for Go modules.
go-echarts - The adorable charts library for Golang.
revive - ~6x faster, stricter, configurable, extensible, and beautiful drop-in replacement for golint.
depth - Visualize Go Dependency Trees.
gophernotes - The Go kernel for Jupyter notebooks and nteract.

For Java

JavaCPP - The missing bridge between Java and native C++.
OkHttp - Square’s meticulous HTTP client for the JVM, Android, and GraalVM.

For Scala

Ammonite - Scala Scripting.
ammonite-spark - Run spark calculations from Ammonite.
almond - A Scala kernel for Jupyter.
OS-Lib - A simple, flexible, high-performance Scala interface to common OS filesystem and subprocess APIs.

For JavaScript

nan - Native Abstractions for Node.js

Programming Language Tutorials

developer-roadmap - Interactive roadmaps, guides and other educational content to help developers grow in their careers.
freeCodeCamp.org - freeCodeCamp.org's open-source codebase and curriculum. Learn to code for free.
Coding Interview University - A complete computer science study plan to become a software engineer.
kdn251/interviews - Your personal guide to Software Engineering technical interviews.
free-programming-books - Freely available programming books.
build-your-own-x - Master programming by recreating your favorite technologies from scratch.
iHateRegex - The code for iHateregex.io - The Regex Cheat Sheet
The System Design Primer - Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.
Algorithm Visualizer - Interactive Online Platform that Visualizes Algorithms from Code
CMake Examples - Useful CMake Examples.
SoftwareArchitect - Path to a Software Architect.
andkret/Cookbook - The Data Engineering Cookbook.
servehappy-resources - Third-party articles and specific tutorials on PHP upgrades.
Java and Spring Tutorials - A collection of small and focused tutorials - each covering a single and well defined area of development in the Java ecosystem.
gitignore - A collection of useful .gitignore templates.
God-Of-BigData - 专注大数据学习面试，大数据成神之路开启。Flink/Spark/Hadoop/Hbase/Hive...
CS-Notes - 技术面试必备基础知识、Leetcode、计算机操作系统、计算机网络、系统设计
LeetCodeAnimation - 用动画的形式呈现解LeetCode题目的思路
fucking-algorithm - labuladong 的算法小抄。
JS-Sorting-Algorithm - 一本关于排序算法的 GitBook 在线书籍《十大经典排序算法》，多语言实现。
apachecn-algo-zh - ApacheCN 数据结构与算法译文集
rust-based-os-comp2022 - 2022开源操作系统训练营。
free-programming-books-zh_CN - 免费的计算机编程类中文书籍
technical-books - 国内外互联网技术大牛们都写了哪些书籍：计算机基础、网络、前端、后端、数据库、架构、大数据、深度学习。
Learn-Git-in-30-days - 30 天精通 Git 版本控管
BAT_interviews - 分享最新BAT面试题(包含机器学习,Linux,PHP,大数据,Python,Java,前端...)
helloworld (not actively updated) - Helloworld programs in different languages.
500 Lines or Less (not actively updated) - This is the source for the book 500 Lines or Less, the fourth in the Architecture of Open Source Applications series.
Simple Computer (not actively updated) - the scott CPU from "But How Do It Know?" by J. Clark Scott
How-to-Make-a-Computer-Operating-System (not actively updated) - How to Make a Computer Operating System in C++.
phodal/github (not actively updated) - GitHub 漫游指南
fullstack-data-engineer (not actively updated) - 全栈数据工程师养成攻略
Micro8 (not actively updated) - 渗透攻击教程

Python

30 Days Of Python - A step-by-step guide to learn the Python programming language in 30 days.
numpy-100 - 100 numpy exercises (with solutions).
python-patterns - A collection of design patterns/idioms in Python.
python_example - Example pybind11 module built with a Python-based build system.
pbpython - Code, Notebooks and Examples from Practical Business Python.
Python-100-Days - Python - 100天从新手到大师
walter201230/Python - 最良心的 Python 教程
tech-cow/leetcode (not actively updated) - leetcode solutions for Humans.
qiwsir/algorithm (not actively updated) - Python算法题解
AlgorithmsByPython (not actively updated) - 算法/数据结构/Python/剑指offer/机器学习/leetcode

C++/C

C++ Core Guidelines - A set of tried-and-true guidelines, rules, and best practices about coding in C++.
Modern C++ Tutorial - Modern C++ Tutorial: C++11/14/17/20 On the Fly.
modern-cpp-features - A cheatsheet of modern C++ language and library features.
design-patterns-cpp - C++ Design Patterns.
haoel/leetcode - LeetCode Problems' Solutions.
pezy/LeetCode - LeetCode solutions in C++ 11 and Python3.
CPlusPlusThings - 《C++ 那些事》。
huihut/interview - C/C++ 技术面试基础知识总结，包括语言、程序库、数据结构、算法、系统、网络、链接装载库等知识及面试经验、招聘、内推等信息。
flash-linux0.11-talk - 像小说一样品读 Linux 0.11 核心代码。
Cplusplus-Concurrency-In-Practice (not actively updated) - C++ 并发编程指南
SGI-STL (not actively updated) - SGI-STL V3.3 源代码的学习

Go

the-way-to-go_ZH_CN - 《The Way to Go》中文译本，中文正式名《Go 入门指南》
GoGuide - 一份涵盖大部分 Golang 程序员所需要掌握的核心知识，拥有 Go语言教程、Go开源书籍、Go语言入门教程、Go语言学习路线。

Java

JavaGuide - 「Java学习+面试指南」一份涵盖大部分 Java 程序员所需要掌握的核心知识。
hello-algorithm - 针对小白的算法训练，包括四部分：大厂面经，力扣图解，千本开源电子书，百张技术思维导图。

Scala

spark-scala-examples - Provides Apache Spark SQL, RDD, DataFrame and Dataset examples in Scala language.

Flutter

FlutterExampleApps - Basic Flutter apps, for flutter devs.
awesome-flutter - An awesome list that curates the best Flutter libraries, tools, tutorials, articles and more.

JavaScript

You Don't Know JS Yet - A book series on JavaScript.

Useful Tools

Shields.io - Concise, consistent, and legible badges in SVG and raster format.
Badges 4 README.md Profile - Improve your README.md profile with these amazing badges.
best-resume-ever - Build fast and easy multiple beautiful resumes and create your best CV ever! Made with Vue and LESS.
Deedy-Resume - A one page , two asymmetric column resume template in XeTeX that caters to an undergraduate Computer Science student.
Public Sans - A strong, neutral, principles-driven, open source typeface for text or display.
paper-tips-and-tricks - Best practice and tips & tricks to write scientific papers in LaTeX, with figures generated in Python or Matlab.
arxiv-sanity lite - Tag arxiv papers of interest get recommendations of similar papers in a nice UI using SVMs over tfidf feature vectors based on paper abstracts.
arXiv LaTeX Cleaner - Easily clean the LaTeX code of your paper to submit to arXiv.
Conference-Acceptance-Rate - Acceptance rates for the major AI conferences.
CODELF - A search tool helps dev to solve the naming things problem.
Apollo-11 - Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.
ChromeAppHeroes - 谷粒-Chrome插件英雄榜, 为优秀的Chrome插件写一本中文说明书, 让Chrome插件英雄们造福人类
Awesome Resume for Chinese - 适合中文的简历模板收集（LaTeX，HTML/JS and so on）
code6 - 码小六 - GitHub 代码泄露监控系统
howto-make-more-money - 程序员如何优雅的挣零花钱，2.0版
USTC-Course - 中国科学技术大学课程资源
FLY_US - 美国大学备考资料
996.ICU - 996加班的公司名单
955.WLB - 955不加班的公司名单
Badges (not actively updated) - A collection of all JavaScript related and free for open-source readme badges out there.
Github Monitor (not actively updated) - Github信息泄漏监控系统

MacOS

Scroll-Reverser - Reverses the direction of macOS scrolling, with independent settings for trackpads and mice.
Hex Fiend - A fast and clever hex editor for macOS.
iterm2-zmodem - 在 Mac 下，实现与服务器进行便捷的文件上传和下载操作。

Windows

winget - Windows Package Manager Client.
Scoop - A command-line installer for Windows.
Windows Terminal - The new Windows Terminal and the original Windows console host, all in the same place!
Windows Calculator - A simple yet powerful calculator that ships with Windows.
WoeUSB - A Microsoft Windows USB installation media preparer for GNU+Linux.
ReShade - A generic post-processing injector for games and video software.
pygta5 - Explorations of Using Python to play Grand Theft Auto 5.
Borderless Gaming - Play your favorite games in a borderless window; no more time consuming alt-tabs.
Revive Compatibility Layer - Play Oculus-exclusive games on the HTC Vive or Valve Index.
QuickLook - Bring macOS “Quick Look” feature to Windows.
Debloat Windows 10 - A Collection of Scripts Which Disable / Remove Windows 10 Features and Apps.
CleanMyWechat - 自动删除 PC 端微信缓存数据，包括从所有聊天中自动下载的大量文件、视频、图片等数据内容，解放你的空间。
Watt Toolkit - 一个开源跨平台的多功能 Steam 工具箱。

Linux

tmux - A terminal multiplexer: it enables a number of terminals to be created, accessed, and controlled from a single screen. tmux may be detached from a screen and continue running in the background, then later reattached.
Proton - Compatibility tool for Steam Play based on Wine and additional components.
Lutris - Lutris helps you install and play video games from all eras and from most gaming systems.
GIT quick statistics - Git quick statistics is a simple and efficient way to access various statistics in git repository.
git-fame - A command-line tool that helps you summarize and pretty-print collaborators based on contributions.
Hercules - Gaining advanced insights from Git repository history.
Gitinspector - The statistical analysis tool for git repositories.
Persepolis (not actively updated) - A download manager & a GUI for Aria2.
doubi (not actively updated) - 一个逗比写的各种逗比脚本

Cross-Platform

Glances - A top/htop alternative for GNU/Linux, BSD, Mac OS and Windows operating systems.
gpustat - A simple command-line utility for querying and monitoring GPU status.
NVTOP - GPUs process monitoring for AMD, Intel and NVIDIA.
s-tui - Terminal-based CPU stress and monitoring utility.
Tabby - A terminal for a more modern age.
Oh My Zsh - A delightful community-driven (with 2,000+ contributors) framework for managing your zsh configuration.
oh-my-posh - A prompt theme engine for any shell.
PowerShell - PowerShell for every system!
fish - The user-friendly command line shell.
The Fuck - Magnificent app which corrects your previous console command.
Nerd Fonts - Iconic font aggregator, collection, & patcher. 3,600+ icons, 50+ patched fonts: Hack, Source Code Pro, more. Glyph collections: Font Awesome, Material Design Icons, Octicons, & more.
LANDrop - A cross-platform tool that you can use to conveniently transfer photos, videos, and other types of files to other devices on the same local network.
ImageMagick 7 - Use ImageMagick to create, edit, compose, or convert digital images.
MyPaint - A simple drawing and painting program that works well with Wacom-style graphics tablets.
LosslessCut - The swiss army knife of lossless video/audio editing.
LuminanceHDR - A complete workflow for HDR imaging.
Gifcurry - The open-source, Haskell-built video editor for GIF makers.
GitHub Desktop - Focus on what matters instead of fighting with Git.
Refined GitHub - Browser extension that simplifies the GitHub interface and adds useful features.
Foam - A personal knowledge management and sharing system for VSCode.
Notable - The Markdown-based note-taking app that doesn't suck.
Atom - The hackable text editor.
Fusuma - Makes slides with Markdown easily.
Kilo - A text editor in less than 1000 LOC with syntax highlight and search.
lint-md - 检查中文 markdown 编写格式规范的命令行工具，基于 AST，方便集成 CI，写博客 / 文档必备。支持 API 调用
Mailspring - A beautiful, fast and fully open source mail client for Mac, Windows and Linux.
Google Earth Enterprise - The open source release of Google Earth Enterprise, a geospatial application which provides the ability to build and host custom 3D globes and 2D maps.
carbon - Create and share beautiful images of your source code.
vscode-python - Python extension for Visual Studio Code.
vscode-cpptools - Official repository for the Microsoft C/C++ extension for VS Code.
code-server - VS Code in the browser.
Gradle - A build tool with a focus on build automation and support for multi-language development.
LiteIDE - A simple, open source, cross-platform Go IDE.
YouCompleteMe - A code-completion engine for Vim.
readme-md-generator - CLI that generates beautiful README.md files.
pdfdiff - Command-line tool to inspect the difference between (the text in) two PDF files.
Rufus - The Reliable USB Formatting Utility.
projectM - Cross-platform music visualization.
Syncthing - Open Source Continuous File Synchronization.
PCSX2 - The Playstation 2 Emulator.
PPSSPP - A PSP emulator for Android, Windows, Mac and Linux, written in C++.
PyBoy - Game Boy emulator written in Python.
libtorrent - An efficient feature complete C++ bittorrent implementation.
qBittorrent-Enhanced-Edition - [Unofficial] qBittorrent Enhanced, based on qBittorrent
trackerslist - Updated list of public BitTorrent trackers.
TrackersListCollection - A list of popular BitTorrent Trackers.
bittorrent-tracker - Simple, robust, BitTorrent tracker (client & server) implementation.
ShareX - A free and open source program that lets you capture or record any area of your screen and share it with a single press of a key.
Streamlabs Desktop - Free and open source streaming software built on OBS and Electron.
SwitchHosts - Switch hosts quickly.
Albert - A fast and flexible keyboard launcher.
Kindle_download_helper - Download all your kindle books script.
GitHub520 - 让你“爱”上 GitHub，解决访问时图裂、加载慢的问题。
Peek (not actively updated) - Simple animated GIF screen recorder with an easy to use interface.
GayHub (not actively updated) - An awesome chrome extension for github.

Other Awesome Lists

sindresorhus/awesome - Awesome lists about all kinds of interesting topics.

Machine Learning

ml-tooling/best-of-ml-python - A ranked list of awesome machine learning Python libraries.
josephmisiti/awesome-machine-learning - A curated list of awesome Machine Learning frameworks, libraries and software.
ChristosChristofidis/awesome-deep-learning - A curated list of awesome Deep Learning tutorials, projects and communities.
floodsung/Deep-Learning-Papers-Reading-Roadmap - Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech.
sbrugman/deep-learning-papers - Papers about deep learning ordered by task, date.
terryum/awesome-deep-learning-papers - The most cited deep learning papers.
aleju/papers - Summaries of machine learning papers.
abhshkdz/papers - Summaries of papers on deep learning.
RedditSota/state-of-the-art-result-for-machine-learning-problems - This repository provides state of the art (SoTA) results for all machine learning problems.
bharathgs/Awesome-pytorch-list - A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
jbhuang0604/awesome-computer-vision - A curated list of awesome computer vision resources.
xinghaochen/awesome-hand-pose-estimation - Awesome work on hand pose estimation/tracking
cbsudux/awesome-human-pose-estimation - A collection of awesome resources in Human Pose estimation.
ChaofWang/Awesome-Super-Resolution - Collect super-resolution related papers, data, repositories
flyywh/Image-Denoising-State-of-the-art - A curated list of image denoising resources and a benchmark for image denoising approaches.
wenbihan/reproducible-image-denoising-state-of-the-art - Collection of popular and reproducible image denoising works.
openMVG/awesome_3DReconstruction_list - A curated list of papers & resources linked to 3D reconstruction from images.
hindupuravinash/the-gan-zoo - A list of all named GANs.
savan77/The-GAN-World - Everything about Generative Adversarial Networks.
nashory/gans-awesome-applications - Curated list of awesome GAN applications and demo.
wiseodd/generative-models - Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.
NVIDIAAICITYCHALLENGE/2020AICITY_Code_From_Top_Teams - The code from the top teams in the 2020 AI City Challenge
keon/awesome-nlp - A curated list of resources dedicated to Natural Language Processing (NLP).
NLP-progress - Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.
niderhoff/nlp-datasets - Alphabetical list of free/public domain datasets with text data for use in Natural Language Processing (NLP).
wzhe06/Reco-papers - Classic papers and resources on recommendation
hongleizhang/RSPapers - A Curated List of Must-read Papers on Recommender System.
wnzhang/rtb-papers - A collection of research and survey papers of real-time bidding (RTB) based display advertising techniques.
wzhe06/Ad-papers - Papers on Computational Advertising.
rguo12/awesome-causality-algorithms - An index of algorithms for learning causality with data.
thunlp/GNNPapers - Must-read papers on graph neural networks (GNN).
thunlp/NRLPapers - Must-read papers on network representation learning (NRL) / network embedding (NE).
subeeshvasu/Awesome-Learning-with-Label-Noise - A curated list of resources for Learning with Noisy Labels.
grananqvist/Awesome-Quant-Machine-Learning-Trading - Quant/Algorithm trading resources with an emphasis on Machine Learning.
zhangqianhui/AdversarialNetsPapers - Awesome paper list with code about generative adversarial nets.
jindongwang/transferlearning - Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.
zhaoxin94/awesome-domain-adaptation - A collection of AWESOME things about domian adaptation.
markdtw/awesome-architecture-search - A curated list of awesome architecture search resources.
Yochengliu/awesome-point-cloud-analysis - A list of papers and datasets about point cloud analysis (processing).
AgaMiko/data-augmentation-review - List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.
academic/awesome-datascience - An awesome Data Science repository to learn and apply for real world problems.
r0f1/datascience - Curated list of Python resources for data science.
amusi/CVPR2022-Papers-with-Code - CVPR 2022 论文和开源项目合集
extreme-assistant/CVPR2022-Paper-Code-Interpretation - cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集，极市团队整理
extreme-assistant/ICCV2021-Paper-Code-Interpretation - ICCV2021/2019/2017 论文/代码/解读/直播合集，极市团队整理
linyiqun/DataMiningAlgorithm - 数据挖掘18大算法实现以及其他相关经典DM算法

Computer Graphics

waitin2010/awesome-computer-graphics - A curated list of awesome computer graphics.
ellisonleao/magictools - A list of Game Development resources to make magic happen.
ericjang/awesome-graphics - Curated list of computer graphics tutorials and resources
luisnts/awesome-computer-graphics - A curated list of awesome stuff to learn computer graphics
utilForever/game-developer-roadmap - Roadmap to becoming a game developer in 2022.

Programming Language

MunGell/awesome-for-beginners - A list of awesome beginners-friendly projects.
papers-we-love/papers-we-love - Papers from the computer science community to read and discuss.
practical-tutorials/project-based-learning - Curated list of project-based tutorials.
tayllan/awesome-algorithms - A curated list of awesome places to learn and/or practice algorithms.
sdmg15/Best-websites-a-programmer-should-visit - Some useful websites for programmers.
orsanawwad/awesome-roadmaps - View roadmaps about developer roles to help you learn.
ml-tooling/best-of-python - A ranked list of awesome Python open-source libraries and tools.
vinta/awesome-python - A curated list of awesome Python frameworks, libraries, software and resources.
lord63/awesome-python-decorator - A curated list of awesome python decorator resources.
fffaraz/awesome-cpp - A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things.
avelino/awesome-go - A curated list of awesome Go frameworks, libraries and software.
onqtam/awesome-cmake - A curated list of awesome CMake resources, scripts, modules and examples.
dkhamsing/open-source-ios-apps - Collaborative List of Open-Source iOS Apps.
pcqpcq/open-source-android-apps - Open-Source Android Apps.
Kr1s77/awesome-python-login-model - python模拟登陆一些大型网站，还有一些简单的爬虫
jobbole/awesome-python-cn - Python资源大全中文版，包括：Web框架、网络爬虫、模板引擎、数据库、数据可视化、图片处理等
jobbole/awesome-c-cn - C 资源大全中文版，包括了：构建系统、编译器、数据库、加密、初中高的教程/指南、书籍、库等。
Quorafind/golang-developer-roadmap-cn - 在 2019 成为一名 Go 开发者的路线图。为学习 Go 的人而准备。
jobbole/awesome-java-cn - Java资源大全中文版，包括开发库、开发工具、网站、博客、微信、微博等
jobbole/awesome-javascript-cn - JavaScript 资源大全中文版，内容包括：包管理器、加载器、测试框架、运行器、QA、MVC框架和库、模板引擎等。

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awesome.svg		awesome.svg

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Awesome List

Table of Contents

Machine Learning

Deep Learning Framework

High-Level DL APIs

Deployment & Distribution

Auto ML & Hyperparameter Optimization

Interpretability & Adversarial Training

Anomaly Detection & Others

Machine Learning Framework

General Purpose Framework

Nearest Neighbors & Similarity

Hyperparameter Search & Gradient-Free Optimization

Experiment Management

Model Interpretation

Anomaly Detection

Computer Vision

General Purpose CV

Classification & Detection & Tracking

OCR

Image / Video Generation

Natural Language Processing

General Purpose NLP

Conversation & Translation

Speech & Audio

Others

Reinforcement Learning

Graph

Causal Inference

Recommendation, Advertisement & Ranking

Time-Series & Financial

Other Machine Learning Applications

Linear Algebra / Statistics Toolkit

General Purpose Tensor Library

Tensor Similarity & Dimension Reduction

Statistical Toolkit

Others

Data Processing

Data Representation

Data Pre-processing & Loading

Data Similarity

Data Management

Data Visualization

Machine Learning Tutorials

Computer Graphics

Graphic Libraries & Renderers

Game Engines

CG Tutorials

Full-Stack Development

DevOps

Desktop App Development

Python Toolkit

C++/C Toolkit

Web Development

Mobile Development

Process, Thread & Coroutine

Debugging & Profiling & Tracing

For Python

For C++/C

For Go

Data Management & Processing

Database & Cloud Management

Streaming Data Management

Data Format & I/O

For Python

For C++/C

For Go

For Java

Security

Package Management

For Python

For C++/C

For Scala

For JavaScript

Packages