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awesome-list

A list of useful stuff in Machine Learning, Computer Graphics, Software Development, ...
https://github.com/johnhany/awesome-list

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  • Computer Vision

    • Classification & Detection & Tracking

      • Detectron - A research platform for object detection research, implementing popular algorithms by Facebook, based on Caffe2.
      • Detectron2 - 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 - Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV.
      • PAZ - 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 - Python library with Neural Networks for Image Segmentation based on Keras and TensorFlow.
      • OpenFace - Face recognition with deep neural networks.
      • Face Recognition - A facial recognition api for Python and the command line.
      • OpenFace - A state-of-the art tool intended for facial landmark detection, head pose estimation, facial action unit recognition, and eye-gaze estimation.
      • hgpvision/darknet - 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

    • General Purpose CV

      • OpenCV - Open Source Computer Vision Library.
      • opencv-python - Pre-built CPU-only OpenCV packages for Python.
      • opencv_contrib - Repository for OpenCV's extra modules.
      • OMMCV - OpenMMLab Computer Vision Foundation.
      • 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
      • 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.
      • 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 - A PyTorch-Based Framework for Deep Learning in Computer Vision.
      • MMClassification - OpenMMLab Image Classification Toolbox and Benchmark
      • MMEditing - MMEditing is a low-level vision toolbox based on PyTorch, supporting super-resolution, inpainting, matting, video interpolation, etc
      • 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.

    • 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
      • deep_ocr - make a better chinese character recognition OCR than tesseract
      • chinese_ocr - CTPN + DenseNet + CTC based end-to-end Chinese OCR implemented using tensorflow and keras.
      • pdftabextract - A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
      • 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 - 中文车牌识别
      • HyperLPR - 基于深度学习高性能中文车牌识别
      • CHINESE-OCR - 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

    • 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 - Style transfer, deep learning, feature transform.
      • Real-Time-Person-Removal - Removing people from complex backgrounds in real time using TensorFlow.js in the web browser.
      • MUNIT - Multimodal Unsupervised Image-to-Image Translation.
      • pytorch_GAN_zoo - A mix of GAN implementations including progressive growing.
      • deepcolor - Automatic coloring and shading of manga-style lineart, using Tensorflow + cGANs.

  • Time-Series & Financial

    • Others

      • PyTorch Forecasting - Time series forecasting with PyTorch.
      • 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.
      • 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.
      • 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 - A Python package for time series classification.
      • CryptoSignal - A command line tool that automates your crypto currency Technical Analysis (TA).
      • Catalyst - An algorithmic trading library for crypto-assets written in Python.

  • Deep Learning Framework

    • High-Level DL APIs

      • PyTorch - An open source deep learning framework by Facebook, with GPU and dynamic graph support.
      • 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, ...)
      • 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 - 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.
      • 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 - Deep Learning with Clear Code and Speed
      • Lattice - Lattice methods in TensorFlow
      • TensorFlowOnSpark - Brings TensorFlow programs to Apache Spark clusters
      • Tensor2Tensor - Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research
      • PaddlePaddle - An open source deep learning framework by Baidu, with GPU support.
      • 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.
      • MACE - A deep learning inference framework optimized for mobile heterogeneous computing by XiaoMi.
      • 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.
      • Flashlight - 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.
      • scarpet-nn - Tools and libraries to run neural networks in Minecraft.
      • CNTK - An open source deep learning framework by Microsoft, with GPU support.
      • DyNet - A C++ deep learning library by CMU.
      • Chainer - A flexible framework of neural networks for deep learning.
      • skorch - A scikit-learn compatible neural network library based on PyTorch.
      • MMF - A modular framework for vision and language multimodal research by Facebook AI Research, based on PyTorch.
      • Tensorpack - A high-level deep learning library based on TensorFlow.
      • X-DeepLearning - An industrial deep learning framework for high-dimension sparse data.
      • HiddenLayer - Neural network graphs and training metrics for PyTorch, Tensorflow, and Keras.
      • TensorFX - TensorFlow framework for training and serving machine learning models.
      • FeatherCNN - A high performance inference engine for convolutional neural networks.
      • tiny-dnn - Header only, dependency-free deep learning framework in C++14.
      • TFLearn - Deep learning library featuring a higher-level API for TensorFlow.
      • 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
      • tf_numpy - A subset of the NumPy API implemented in TensorFlow
      • Ivy - A high-level deep learning library that unifies NumPy, PyTorch, TensorFlow, MXNet and JAX.
      • tinygrad - A deep learning framework in between a pytorch and a karpathy/micrograd.
      • Haiku - A high-level deep learning library based on JAX.
      • MXNet - An open source deep learning framework by Apache, with GPU support.
      • Sonnet - A high-level deep learning library based on TensorFlow.

    • Deployment & Distribution

      • Hummingbird - A library for compiling trained traditional ML models into tensor computations.
      • OpenVINO - An open-source toolkit for optimizing and deploying AI inference.
      • 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 - Distributed Tensorflow, Keras and PyTorch on Apache Spark/Flink & Ray.
      • 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 - Distributed Deep learning with Keras & Spark.
      • 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.
      • ncnn - A high-performance neural network inference framework optimized for the mobile platform.
      • Turi Create - A machine learning library for deployment on MacOS/iOS.
      • Apache SINGA - A distributed deep learning platform.
      • BytePS - A high performance and generic framework for distributed DNN training.
      • MMdnn - MMdnn is a set of tools to help users inter-operate among different deep learning frameworks.
      • Nebullvm - An open-source tool designed to speed up AI inference in just a few lines of code.
      • Triton - A language and compiler for writing highly efficient custom Deep-Learning primitives.
      • MediaPipe - Cross-platform, customizable ML solutions for live and streaming media.
      • BigDL - Building Large-Scale AI Applications for Distributed Big Data.

    • 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 - A very simple wrapper for convenient hyperparameter optimization for Keras.
      • Model Search - 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.
      • 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.
      • AdvBox - A toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow.

    • 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.
      • 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.
      • LightGBM - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms.
      • CatBoost - A fast, scalable, high performance Gradient Boosting on Decision Trees library.
      • Autograd - Efficiently computes derivatives of numpy code.
      • 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.
      • 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 - A header-only C++ machine learning library.
      • xLearn - A C++ machine learning library for linear model (LR), factorization machines (FM), and field-aware factorization machines (FFM).
      • ThunderGBM - Fast GBDTs and Random Forests on GPUs.
      • ThunderSVM - A Fast SVM Library on GPUs and CPUs.
      • PyBrain - The Python Machine Learning Library.
      • JAX - Automatical differentiation for native Python and NumPy functions, with GPU support.

    • 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.
      • Optuna - An automatic hyperparameter optimization software framework, particularly designed for machine learning.
      • 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.
      • Hyperopt - Distributed Asynchronous Hyperparameter Optimization in Python.
      • Dragonfly - An open source python library for scalable Bayesian optimization.
      • BayesianOptimization - A Python implementation of global optimization with gaussian processes.

    • 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.
      • 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.
      • Ax - An accessible, general-purpose platform for understanding, managing, deploying, and automating adaptive experiments.

    • 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.

  • 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 - Toolkit for Chinese natural language processing.
      • fastNLP - A Modularized and Extensible NLP Framework for PyTorch and PaddleNLP.
      • 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 - An open source natural language processing library, based on PyTorch.
      • GluonNLP - A high-level NLP toolkit, based on MXNet.
      • jiant - The multitask and transfer learning toolkit for natural language processing research.
      • fastText - A library for efficient learning of word representations and sentence classification.
      • TextBlob - A Python library for processing textual data.
      • jieba - 结巴中文分词
      • SnowNLP - Python library for processing Chinese text.
      • Gensim - A Python library for topic modelling, document indexing and similarity retrieval with large corpora, based on NumPy and SciPy.

    • 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。
      • FARM - Fast & easy transfer learning for NLP, which focuses on Question Answering.
      • Haystack - A high-level natural language processing library for deployment and production, based on PyTorch and HuggingFace Transformers.
      • XLM - PyTorch original implementation of Cross-lingual Language Model Pretraining.
      • seq2seq-couplet - 用深度学习对对联。

    • 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++ - Facebook AI Research's Automatic Speech Recognition Toolkit.
      • Magenta - Music and Art Generation with Machine Intelligence.
      • SpeechRecognition - 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

    • Others

      • OpenAI Gym - A toolkit for developing and comparing reinforcement learning algorithms by OpenAI.
      • 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.
      • 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.
      • OpenAI Baselines - A set of high-quality implementations of reinforcement learning algorithms.
      • Stable Baselines - A fork of OpenAI Baselines, implementations of reinforcement learning algorithms.
      • Stable Baselines3 - A set of reliable implementations of reinforcement learning algorithms in PyTorch.
      • FinRL - The first open-source framework to show the great potential of financial reinforcement learning.
      • AnimalAI-Olympics - Code repository for the Animal AI Olympics competition.
      • self-driving-car - The Udacity open source self-driving car project.
      • Self-Driving-Car-in-Video-Games - A deep neural network that learns to drive in video games.
      • AnimalAI 3 - Olympics)** - AAI supports interdisciplinary research to help better understand human, animal, and artificial cognition.
      • PySC2 - StarCraft II Learning Environment.
      • DeepMind Lab - A customisable 3D platform for agent-based AI research.
      • ViZDoom - Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.

  • Graph

    • Others

      • 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.
      • OGB - Benchmark datasets, data loaders, and evaluators for graph machine learning.
      • Spektral - A Python library for graph deep learning, based on Keras and TensorFlow.
      • Graph4nlp - A library for the easy use of Graph Neural Networks for NLP (DLG4NLP).
      • 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 - Generate embeddings from large-scale graph-structured data, based on PyTorch.
      • TensorFlow Graphics - Differentiable Graphics Layers for TensorFlow.
      • StellarGraph - A Python library for machine learning on graphs and networks.
      • PyTorch Geometric - Graph Neural Network Library for PyTorch.

  • Causal Inference

    • Others

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

    • Others

      • Surprise - A Python scikit for building and analyzing recommender systems.
      • 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.
      • Awesome-RecSystem-Models - Implements of Awesome RecSystem Models with PyTorch/TF2.0.
      • RecLearn - Recommender Learning with Tensorflow2.x.
      • deep-ctr-prediction - CTR prediction models based on deep learning.
      • 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 - CTR prediction model based on spark(LR, GBDT, DNN).
      • Deep_Rec - 推荐算法相关代码、文档、资料
      • 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。
      • Recommenders - Best Practices on Recommendation Systems.

  • Other Machine Learning Applications

    • Others

      • 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 - An open-source simulator for autonomous driving research.
      • gradient-checkpointing - Make huge neural nets fit in memory.
      • convnet-burden - Memory consumption and FLOP count estimates for convnets.
      • AlphaFold - Open source code for AlphaFold.

  • 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.
      • 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 - Describing statistical models in Python using symbolic formulas.
      • Formulaic - A high-performance implementation of Wilkinson formulas for Python.
      • Theano - A Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently.
      • Aesara - 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++.
      • CTF - Cyclops Tensor Framework: parallel arithmetic on multidimensional arrays.
      • juanjosegarciaripoll/tensor - C++ library for numerical arrays and tensor objects and operations with them, designed to allow Matlab-style programming.
      • xtensor-blas - BLAS extension to xtensor.
      • OpenBLAS - An optimized BLAS library based on GotoBLAS2 1.13 BSD version.
      • TiledArray - A massively-parallel, block-sparse tensor framework written in C++.
      • Blitz++ - Multi-Dimensional Array Library for C++.

    • 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.
      • 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.
      • GPflow - Gaussian processes in TensorFlow.
      • ArviZ - A Python package for exploratory analysis of Bayesian models.
      • POT - Python Optimal Transport.
      • Edward - A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
      • Orbit - A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
      • shap - A game theoretic approach to explain the output of any machine learning model.

    • 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.
      • 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.
      • DocArray - A library for nested, unstructured, multimodal data in transit, including text, image, audio, video, 3D mesh, etc.

    • Data Pre-processing & Loading

      • DALI - A library for data loading and pre-processing to accelerate deep learning applications.
      • 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.
      • 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
      • nlp_chinese_corpus - 大规模中文自然语言处理语料
      • imgaug - Image augmentation for machine learning experiments.
      • accimage - High performance image loading and augmenting routines mimicking PIL.Image interface.
      • Snorkel - A system for quickly generating training data with weak supervision.
      • fancyimpute - A variety of matrix completion and imputation algorithms implemented in Python.
      • Requests-HTML - Pythonic HTML Parsing for Humans.
      • lazynlp - Library to scrape and clean web pages to create massive datasets.
      • Google Images Download - Python Script to download hundreds of images from 'Google Images'.
      • Instagram Scraper - Scrapes an instagram user's photos and videos.
      • 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
      • Label Studio - A multi-type data labeling and annotation tool with standardized output format.

    • Data Similarity

      • 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.
      • image-match - a simple package for finding approximate image matches from a corpus.

    • 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.
      • 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.
      • pandas-profiling - Create HTML data profiling reports for pandas DataFrame.

  • Data Visualization

    • Data Management

      • 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.
      • 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.
      • 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 - 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 - Neural network visualizer.
      • draw_convnet - Python script for illustrating Convolutional Neural Network (ConvNet).
      • PlotNeuralNet - Latex code for making neural networks diagrams.
      • Vega-Altair - A declarative statistical visualization library for Python, based on Vega-Lite.

  • Machine Learning Tutorials

    • Data Management

  • Graphic Libraries & Renderers

    • Data Management

      • NVIDIA Linux Open GPU Kernel Module Source - NVIDIA Linux open GPU kernel module source.
      • Vulkan-Hpp - Open-Source Vulkan C++ API.
      • 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 - A Retargetable Forward and Inverse Renderer.
      • Mitsuba 3 - 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 - A tiny sotfware 3D renderer in 100 lines of Python.

  • Game Engines

    • Data Management

      • Godot - Multi-platform 2D and 3D game engine.
      • 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](https://github.com/OneLoneCoder/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.
      • Cocos2d-x - A suite of open-source, cross-platform, game-development tools used by millions of developers all over the world.
      • WebGL Quake 3 Renderer - WebGL app that renders levels from Quake 3.
      • DOOM-3-BFG - Doom 3 BFG Edition
      • toy - The thin c++ game engine.
      • GamePlay - Open-source, cross-platform, C++ game engine for creating 2D/3D games.
      • Battle City Remake - Battle city remake built with react.
      • Awesome Godot - A curated list of free/libre plugins, scripts and add-ons for Godot
      • 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。

  • CG Tutorials

  • DevOps

    • Data Management

      • Docker Compose - Define and run multi-container applications with Docker.
      • 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.
      • 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.
      • 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.
      • Codespaces - Devops Workspaces in a Box.
      • arq - Fast job queuing and RPC in python with asyncio and redis.
      • pyinfra - Automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.
      • TencentOS-tiny - 腾讯物联网终端操作系统

  • Desktop App Development

    • Data Management

      • 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.
      • 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 - A React environment for cross platform desktop apps.
      • Electron - Build cross-platform desktop apps with JavaScript, HTML, and CSS.
      • React Native - A framework for building native applications using React.

    • 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.
      • 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.
      • 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.
      • Typer - A Python library for building CLI applications.
      • Python Decouple - Helps you to organize your settings so that you can change parameters without having to redeploy your app.

    • C++/C Toolkit

      • wxWidgets - Cross-Platform C++ GUI Library.
      • Nana - A modern C++ GUI library.

  • Web Development

    • C++/C Toolkit

      • 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
      • 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 - HTML5 FLV Player
      • cim - 适用于开发者的分布式即时通讯系统
      • 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。

  • Mobile Development

    • C++/C Toolkit

      • 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
      • 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。
      • 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 for Android - Android filters based on OpenGL (idea from GPUImage for iOS).
      • ijkplayer - Android/iOS video player based on FFmpeg n3.4, with MediaCodec, VideoToolbox support.
      • libstreaming - A solution for streaming H.264, H.263, AMR, AAC using RTP on Android.
      • Stetho - 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 - Flexible multiple types for Android RecyclerView.
      • DanmakuFlameMaster - Android开源弹幕引擎
      • 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。
      • 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...）
      • GPUImage - An open source iOS framework for GPU-based image and video processing.
      • 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。
      • 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 - 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

    • C++/C Toolkit

      • 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 - Modern and efficient C++ Thread Pool Library.
      • ThreadPool - 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.
      • 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 - 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 - A standalone Java Decompiler GUI.

  • Data Management & Processing

    • Database & Cloud Management

      • Redis - An in-memory database that persists on disk.
      • redis-py - Redis Python client
      • Node-Redis - Redis Node.js client
      • Jedis - Redis Java client
      • MongoDB - The MongoDB Database.
      • 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.
      • 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.
      • Alembic - A database migrations tool for SQLAlchemy
      • 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.
      • 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.
      • SQLModel - SQL databases in Python, designed for simplicity, compatibility, and robustness

    • 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.
      • Deep Lake - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow.
      • 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.
      • Prometheus Python Client - Prometheus instrumentation library for Python applications
      • Streamparse - Lets you run Python code against real-time streams of data via Apache Storm.
      • Perspective - A data visualization and analytics component, especially well-suited for large and/or streaming datasets.

  • Data Format & I/O

    • Streaming Data Management

      • 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.
      • 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 - A library for validating Python data structures.
      • smart_open - Utils for streaming large files (S3, HDFS, gzip, bz2...).

    • 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 - 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

    • For Java

      • 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 - 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

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

  • Containers & Language Extentions & Linting

    • For JavaScript

      • 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 - A code-searching tool similar to ack, but faster.
      • 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.

    • 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.
      • wemake-python-styleguide - The strictest and most opinionated python linter ever.
      • isort - A Python utility / library to sort imports alphabetically, and automatically separated into sections and by type.
      • 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.
      • Pylint - A static code analyser for Python 2 or 3.

    • 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
      • jemalloc - A general purpose malloc(3) implementation that emphasizes
      • 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 - High-performance C++ for macOS, iOS, tvOS, Android, Linux, and Windows.
      • leetcode-cli - 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

    • For Scala

      • nan - Native Abstractions for Node.js

  • Programming Language Tutorials

    • For Scala

    • Python

    • C++/C

    • 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.
      • 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 - A collection of all JavaScript related and free for open-source readme badges out there.
      • Github Monitor - Github信息泄漏监控系统

  • MacOS

    • JavaScript

      • 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

    • JavaScript

      • 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.
      • Debloat Windows 10 - A Collection of Scripts Which Disable / Remove Windows 10 Features and Apps.
      • Watt Toolkit - 一个开源跨平台的多功能 Steam 工具箱。
      • QuickLook - Bring macOS “Quick Look” feature to Windows.
      • 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。

  • Linux

    • JavaScript

      • 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 - A download manager & a GUI for Aria2.
      • doubi - 一个逗比写的各种逗比脚本

  • Cross-Platform

    • JavaScript

      • 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.
      • Peek - Simple animated GIF screen recorder with an easy to use interface.
      • GayHub - An awesome chrome extension for github.
      • sindresorhus/awesome - Awesome lists about all kinds of interesting topics.
      • GitHub520 - 让你“爱”上 GitHub，解决访问时图裂、加载慢的问题。

  • Machine Learning

  • Computer Graphics

  • Programming Language

Programming Languages
Python 663 C++ 174 Jupyter Notebook 51 JavaScript 46 Java 43 Go 43 TypeScript 39 C 37 Scala 11 Shell 10
Categories
Deep Learning Framework 151 Programming Language Tutorials 82 Containers & Language Extentions & Linting 81 Computer Vision 80 Data Processing 78 Machine Learning Framework 71 Data Management & Processing 63 Natural Language Processing 59 Cross-Platform 56 Linear Algebra / Statistics Toolkit 53 Data Format & I/O 51 Machine Learning 46 Data Visualization 44 Web Development 43 Desktop App Development 42 DevOps 32 Game Engines 28 Machine Learning Tutorials 25 Reinforcement Learning 22 Graphic Libraries & Renderers 22 Programming Language 21 Time-Series & Financial 20 Debugging & Profiling & Tracing 20 Mobile Development 20 Recommendation, Advertisement & Ranking 15 Graph 14 Windows 13 Process, Thread & Coroutine 12 Package Management 12 Other Machine Learning Applications 11 Causal Inference 10 Linux 9 Security 7 CG Tutorials 6 Computer Graphics 5 MacOS 3 For JavaScript 1
Sub Categories
Data Management 178 JavaScript 175 Others 100 For Python 95 High-Level DL APIs 94 C++/C Toolkit 77 Database & Cloud Management 52 General Purpose Framework 42 Data Pre-processing & Loading 41 For Scala 39 Deployment & Distribution 38 For C++/C 34 General Purpose NLP 31 General Purpose Tensor Library 30 Python Toolkit 30 Classification & Detection & Tracking 28 General Purpose CV 25 Data Representation 22 Conversation & Translation 17 For Go 15 OCR 14 Statistical Toolkit 14 Streaming Data Management 13 Image / Video Generation 13 For Java 12 Experiment Management 10 Python 10 C++/C 10 For JavaScript 8 Hyperparameter Search & Gradient-Free Optimization 7 Interpretability & Adversarial Training 7 Speech & Audio 7 Auto ML & Hyperparameter Optimization 7 Nearest Neighbors & Similarity 5 Tensor Similarity & Dimension Reduction 5 Anomaly Detection & Others 5 Model Interpretation 5 Data Similarity 4 Flutter 2 Java 2 Anomaly Detection 2 Go 2 Scala 1
Keywords
python 366 machine-learning 242 deep-learning 193 pytorch 111 data-science 79 tensorflow 75 cpp 47 nlp 42 neural-network 39 gpu 37 computer-vision 37 natural-language-processing 36 visualization 36 artificial-intelligence 35 javascript 34 ai 34 go 33 c-plus-plus 32 java 31 scikit-learn 28 golang 28 python3 27 ml 26 cross-platform 26 keras 26 android 26 linux 25 data-analysis 24 windows 24 numpy 24 data-visualization 24 pandas 23 neural-networks 22 awesome 21 c 20 cuda 20 awesome-list 20 mlops 19 reinforcement-learning 19 opengl 18 game-development 17 statistics 17 react 17 deep-neural-networks 17 image-processing 16 game-engine 16 vulkan 16 time-series 15 jax 15 database 15