Ajenti Core and stock plugins
Modern responsive template for the Django admin interface with improved functionality. We are proud to announce completely new Jet. Please check out Live Demo
Simple and extensible administrative interface framework for Flask
Real-time monitor and web admin for Celery distributed task queue
Jet Admin โ No-code Business App builder
Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap.
Minimal examples of data structures and algorithms in Python
A curated list of awesome places to learn and/or practice algorithms.
A simple library for implementing common design patterns.
All Algorithms implemented in Python
No non-sense and no BS repo for how data structure code should be in Python - simple and elegant.
A collection of design patterns/idioms in Python
Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set
A lightweight, object-oriented finite state machine implementation in Python with many extensions
Django Channels HTTP/WebSocket server
An ASGI web server, for Python. ๐ฆ
A curated list of awesome Python asyncio frameworks, libraries, software and resources
Trio โ a friendly Python library for async concurrency and I/O
Ultra fast asyncio event loop.
cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding for Python
music library manager and MusicBrainz tagger
Audio fingerprinting and recognition in Python
eyeD3 is a Python module and command line program for processing ID3 tags. Information about mp3 files (i.e bit rate, sample frequency, play time, etc.) is also provided. The formats supported are ID3v1 (1.0/1.1) and ID3v2 (2.3/2.4).
kapre: Keras Audio Preprocessors
Python library for audio and music analysis
๐๏ธ Open Source Audio Matching and Mastering
Python module for handling audio metadata
Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications
Manipulate audio with a simple and easy high level interface
scalable audio processing framework and server written in Python
Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA, Wave and AIFF files with python 2 or 3
The ultimate Python library in building OAuth, OpenID Connect clients and servers. JWS,JWE,JWK,JWA,JWT included.
Integrated set of Django applications addressing authentication, registration, account management as well as 3rd party (social) account authentication.
JSON Web Token implementation in Python
A JOSE implementation in Python
Python module for generating and verifying JSON Web Tokens
A fully tested, abstract interface to creating OAuth clients and servers.
Social auth made simple
Your Gateway to Embedded Software Development Excellence ๐ฝ
Software build automation tool for Python.
Python Classes Without Boilerplate
The bidirectional mapping library for Python.
Python dictionaries with advanced dot notation access
Python library that provides a method of accessing lists and dicts with a dotted path notation.
WSGI middleware for sessions and caching
Automatic caching and invalidation for Django models through the ORM.
A slick ORM cache with automatic granular event-driven invalidation.
A Python wrapper around the libmemcached interface from TangentOrg.
Code for the model presented in the paper: "code2seq: Generating Sequences from Structured Representations of Code"
Code for the paper "Language Models are Unsupervised Multitask Learners"
Simple Text-Generator with OpenAI gpt-2 Pytorch Implementation
Specify what you want it to build, the AI asks for clarification, and then builds it.
PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
Plug and Play Language Model implementation. Allows to steer topic and attributes of GPT-2 models.
State-of-the-Art Text Embeddings
Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch
Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow. This is part of the CASL project: http://casl-project.ai/
Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"
PyTorch original implementation of Cross-lingual Language Model Pretraining.
Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
A Django-based CMS with a focus on extensibility and concise code
Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
Kotti is a high-level, Pythonic web application framework based on Pyramid and SQLAlchemy. It includes an extensible Content Management System called the Kotti CMS.
CMS framework for Django
:octocat: A curated awesome list of flake8 extensions. Feel free to contribute! ๐
Collection of awesome Python types, stubs, plugins, and tools to work with them.
coala provides a unified command-line interface for linting and fixing all your code, regardless of the programming languages you use.
Pretty good call graphs for dynamic languages
A Python library that generates static type annotations by collecting runtime types
Inspects Python source files and provides information about type and location of classes, methods etc
pycallgraph is a Python module that creates call graphs for Python programs.
Code audit tool for python.
Performant type-checking for python.
A static type analyzer for Python code
Collection of library stubs for Python, with static types
Find dead Python code
The strictest and most opinionated python linter ever!
A formatter for Python files
Python report uploader for Codecov
The code coverage tool for Python
A Django plugin for pytest.
extracted --boxed from pytest-xdist to ensure backward compat
Thin-wrapper around the mock package for easier use with pytest
๐ฒ Pytest plugin to randomly order tests and control random.seed
a pytest plugin that re-runs failed tests up to -n times to eliminate flakey failures
pytest plugin for distributed testing and loop-on-failures testing modes.
pytest external process plugin
A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!
A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII art animations
plotting in the terminal
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
Rich is a Python library for rich text and beautiful formatting in the terminal.
โก A Fast, Extensible Progress Bar for Python and CLI
Universal Command Line Interface for Amazon Web Services
Because sometimes you need to do it live
instant coding answers via the command line
Interactive Redis: A Terminal Client for Redis with AutoCompletion and Syntax Highlighting.
Kubernetes shell: An integrated shell for working with the Kubernetes
CLI for SQLite Databases with auto-completion and syntax highlighting
A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.
PathPicker accepts a wide range of input -- output from git commands, grep results, searches -- pretty much anything. After parsing the input, PathPicker presents you with a nice UI to select which files you're interested in. After that you can open them in your favorite editor or execute arbitrary commands.
adds flavor of interactive filtering to the traditional pipe concept of UNIX shell
Postgres CLI with autocompletion and syntax highlighting
A supercharged AWS command line interface (CLI).
Magnificent app which corrects your previous console command.
tmux source code
Dead simple CLI tool to try Python packages - It's never been easier! ๐ฆ
Modernizes Python code for eventual Python 3 migration. Built on top of fissix (a fork of lib2to3)
The world's simplest facial recognition api for Python and the command line
Geometric Computer Vision Library for Spatial AI
A Python wrapper for Google Tesseract
The Open Source Framework for Machine Vision
A Python wrapper for the tesseract-ocr API
Lightweight in-process concurrent programming
SCOOP (Scalable COncurrent Operations in Python)
Ultra fast asyncio event loop.
Python 3+ compatible port of the configobj library
Hydra is a framework for elegantly configuring complex applications
Strict separation of config from code.
Ethereum ABI utilities for python
Account abstraction library for web3.py
The Ethereum hashing function, keccak256, sometimes (erroneously) called sha256 or sha3
A common API for Ethereum key operations.
Tool suite for testing ethereum applications.
Python types for type hinting commonly used ethereum types
Utility functions for working with ethereum related codebases.
A Python implementation of the Ethereum Virtual Machine
A python interface for interacting with the Ethereum blockchain and ecosystem.
Python binding to the Networking and Cryptography (NaCl) library
The interactive graphing library for Python โจ This project now includes Plotly Express!
StreamAlert is 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.
NumPy and Pandas interface to Big Data
Business Intelligence (BI) in Python, OLAP
the AI-native open-source embedding database
pickleDB is an open source key-value store using Python's json module.
TinyDB is a lightweight document oriented database optimized for your happiness :)
Python object-oriented database
Another Python SQLite wrapper
A curated list of awesome PostgreSQL software, libraries, tools and resources, inspired by awesome-mysql
A collection of awesome sqlite tools, scripts, books, etc
ClickHouse Python Driver with native interface support
PyMongo - the Official MongoDB Python driver
Motor - the async Python driver for MongoDB and Tornado or asyncio
MySQL client library for Python
DataStax Python Driver for Apache Cassandra
PostgreSQL database access simplified
A supercharged SQLite library for Python
Lightweight, extensible data validation library for Python
An implementation of the JSON Schema specification for Python
Schema validation just got Pythonic
Python Data Structures for Humansโข.
Lightweight data validation and adaptation Python library.
CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.
Declarative statistical visualization library for Python
Interactive Data Visualization in the browser, from Python
Cartopy - a cartographic python library with matplotlib support
Python library that makes it easy for data scientists to create charts.
๐จ Diagram as Code for prototyping cloud system architectures
A Grammar of Graphics for Python
Statistical data visualization in Python
Main repository for Vispy
A Python 3 library for parsing human-written times and dates
Useful extensions to the standard Python datetime features
Delorean: Time Travel Made Easy
Datetimes for Humansโข
A Python library for dealing with dates
Python datetimes made easy
PyTime is an easy-use Python module which aims to operate date/time/datetime by string.
Friendly Python Dates
Python Cloud Debugger
Python debugger package for use with Visual Studio and Visual Studio Code.
The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
Coverage plugin for pytest.
Plugin for generating HTML reports for pytest results
Thin-wrapper around the mock package for easier use with pytest
pytest plugin for distributed testing and loop-on-failures testing modes.
The comprehensive WSGI web application library.
A configurable set of panels that display various debug information about the current request/response.
A drop-in replacement for Django's runserver.
๐ฆ Never use print() to debug again.
Integration of IPython pdb
(OLD REPO) Line-by-line profiling for Python - Current repo ->
Trace any Python program, anywhere!
Full-screen console debugger for Python
Sampling profiler for Python programs
Parsing ELF and DWARF in Python
Debugger capable of attaching to and injecting code into python processes.
Hunter is a flexible code tracing toolkit.
Debugging manhole for python applications.
Visual profiler for Python
An improbable web debugger through WebSockets
Caffe: a fast open framework for deep learning.
Deep Learning for humans
Tensors and Dynamic neural networks in Python with strong GPU acceleration
PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!
An Open Source Machine Learning Framework for Everyone
Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as PyTensor: www.github.com/pymc-devs/pytensor
๐ธ๐ฌ - a deep learning toolkit for Text-to-Speech, battle-tested in research and production
Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems. https://docs.ansible.com.
Chef-like functionality for Fabric
Simple, Pythonic remote execution and deployment.
Tools for writing awesome Fabric files
Manage Procfile-based applications
Honcho: a python clone of Foreman. For managing Procfile-based applications.
Cross-platform lib for process and system monitoring in Python
pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.
Software to automate the management and configuration of any infrastructure or application at scale. Get access to the Salt software package repository here:
Supervisor process control system for Unix (supervisord)
Text to image synthesis using thought vectors
Parallel computing with task scheduling
Python Stream Processing
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
Run MapReduce jobs on Hadoop or Amazon Web Services
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.
Python virtualenvs in Debian packages
A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
Freeze (package) Python programs into stand-alone executables
shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.
A curated list of awesome tools for Sphinx Python Documentation Generator
API Documentation for Python Projects
Literate-style documentation generator.
The Sphinx documentation generator
Official s3cmd repo -- Command line tool for managing S3 compatible storage services (including Amazon S3 and CloudFront).
Super S3 command line tool
An Unofficial Alipay API for Python
Ecommerce for Mezzanine
A Django based shop system
Foreign exchange rates, Bitcoin price index and currency conversion using ratesapi.io
A Django app to accept payments from various payment processors via Pluggable backends.
Python money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.
Display money format and its filthy currencies, for all money lovers out there.
Python email address and Mime parsing library
Python IMAP for Human beings
A light-weight, modular, message representation and mail delivery framework for Python.
Mail hosting made simple
A Python Mail Server
Send email in Python conveniently for gmail using yagmail
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems. https://docs.ansible.com.
A collection of useful CloudFormation templates
AWS Glue Libraries are additions and enhancements to Spark for ETL operations.
A developer toolkit to implement Serverless best practices and increase developer velocity.
AWS SDK for Python
Official Python client for Elasticsearch
The Python micro framework for building web applications.
๐ The official Python client library for Google's discovery based APIs.
Pythonic task management & command execution.
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
Pure Python RabbitMQ/AMQP 0-9-1 client library
A simple, yet elegant, HTTP library.
Simple Python version management
Virtual Python Environment builder
create custom test databases that are populated with fake data
Faker is a Python package that generates fake data for you.
Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
A python wrapper for libmagic
An object-oriented approach to Python file/directory operations.
Python library and shell utilities to monitor filesystem events.
ARCH models in Python
Python Backtesting library for trading strategies
Common financial risk and performance metrics. Used by zipline and pyfolio.
An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
Download market data from Yahoo! Finance's API
Zipline, a Pythonic Algorithmic Trading Library
A lightweight LLVM python binding for writing JIT compilers
A Python HTML form library.
Bootstrap 4 integration with Django.
The best way to have DRY Django forms. The app provides a tag and filter that lets you quickly render forms in a div format while providing an enormous amount of capability to configure and control the rendered HTML.
A platform independent django form serializer
A flexible forms validation and rendering library for Python.
Simple, elegant, Pythonic functional programming.
Functional programming in Python: implementation of missing features to enjoy FP
A fancy and practical functional tools
Make your functions return something meaningful, typed, and safe!
A functional standard library for Python.
The first level of Super Mario Bros made with Python and Pygame.
This is the code base for the pygame tutorials posted on my YouTube channel.
Creating the game Space Invaders using Pygame Module in Python
A Django application that provides country choices for use with forms, flag icons static files, and a country field for models.
DEPRECATED GeoIP Legacy Python API
Cartopy - a cartographic python library with matplotlib support
Python tools for geographic data
Core components of Python Spatial Analysis Library
This library reads and writes ESRI Shapefiles in pure Python.
cuGraph - RAPIDS Graph Analytics Library
Parallel computing with task scheduling
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
Hydra is a framework for elegantly configuring complex applications
๐ Build and manage real-life ML, AI, and data science projects with ease!
Neo4j Bolt driver for Python
Network Analysis in Python
Python interface for igraph
PySlowFast: video understanding codebase from FAIR for reproducing state-of-the-art video models.
Main yt repository
GraphQL framework for Python
tartiflette-aiohttp is a wrapper of aiohttp which includes the Tartiflette GraphQL Engine, do not hesitate to take a look of the Tartiflette project.
ASGI support for the Tartiflette GraphQL engine
A common base representation of python source code for pylint and other projects
Bandit is a tool designed to find common security issues in Python code.
Data Apps & Dashboards for Python. No JavaScript Required.
flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
A Python utility / library to sort imports.
McCabe complexity checker for Python
napari: a fast, interactive, multi-dimensional image viewer for python
Simple Python style checker in one Python file
docstring style checker
It's not just a linter that annoys you!
PyQt Examples๏ผPyQtๅ็งๆต่ฏๅไพๅญ๏ผ PyQt4 PyQt5
ATTENTION: This project is deprecated, please refer to PySide2
Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
TraitsUI: Traits-capable windowing framework
A little Python library for making simple Electron-like HTML/JS GUI apps
Declarative User Interfaces for Python
Turn (almost) any Python command line program into a full GUI application with one line
pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
Build GUI for your Python program with JavaScript, HTML, and CSS
Write scalable load tests in plain Python ๐๐จ
splinter - python test framework for web applications
Hook and simulate global keyboard events on Windows and Linux.
Hook and simulate global mouse events in pure Python
A module for cross-platform control of the mouse and keyboard in python that is simple to install and use.
Scapy: the Python-based interactive packet manipulation program & library.
Bleach is an allowed-list-based HTML sanitizing library that escapes or strips markup and attributes
Standards-compliant library for parsing and serializing HTML documents and fragments in Python
Safely add untrusted strings to HTML/XML markup.
A jquery-like library for python
Converts XML to Python objects
Python module that makes working with XML feel like you are working with JSON
Requests + Gevent = <3
Small, fast HTTP client library for Python. Features persistent connections, cache, and Google App Engine support. Originally written by Joe Gregorio, now supported by community.
A next generation HTTP client for Python. ๐ฆ
A simple, yet elegant, HTTP library.
Python requests like API built on top of Twisted's HTTP client.
Image histogram remapping
Nudity detection with Python
Python avatar generator for absolute nerds
Python Imaging Library (Fork)
A Python library for alpha matting
ใ๏ธ Create standard barcodes with Python. No external dependencies. 100% Organic Python.
Python QR Code image generator
python binding for libvips using cffi
๐จ Generate and change color-schemes on the fly.
Computer art based on quadtrees.
thumbor is an open-source photo thumbnail service by globo.com
An implementation of Python in Common Lisp
The Python programming language
Grumpy is a Python to Go source code transcompiler and runtime.
Implementation of Python 3.x for .NET Framework that is built on top of the Dynamic Language Runtime.
MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
x86-64 assembler embedded in Python
A curated list of awesome Jupyter projects, libraries and resources
bpython - A fancy curses interface to the Python interactive interpreter
The PyICU project repository has moved to https://pyicu.org.
A calendaring app for Django. It is now stable, Please feel free to use it now. Active development has been taken over by bartekgorny.
Remote task execution tool
Crontab jobs management in Python
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
Python job scheduling for humans.
Run your code in the cloud, with technology so advanced, it feels like magic!
Spawns JupyterHub single user servers in Docker containers
Jupyter extensions for running an RStudio rsession proxy
Jupyter notebook server extension to proxy web services.
Multi-user server for Jupyter notebooks
Reference deployment of JupyterHub with docker
Reference deployment of JupyterHub and nbgrader on a single server
Kubernetes spawner for JupyterHub
LDAP Authenticator Plugin for Jupyter
OAuth + JupyterHub Authenticator = OAuthenticator
Turn repositories into Jupyter-enabled Docker images
Spawn JupyterHub single-user servers with sudo
Simple JupyterHub distribution for 1-100 users on a single server
Mechanism for runtime configuration of spawners for JupyterHub
Helm Chart & Documentation for deploying JupyterHub on Kubernetes
Python logging made (stupidly) simple
The official Python SDK for Sentry.io
FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
A toolkit for developing and comparing reinforcement learning algorithms.
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
Inference code for LLaMA models
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
Machine learning evaluation metrics, implemented in Python, R, Haskell, and MATLAB / Octave
The platform for building AI from enterprise data
Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex.
lightweight python wrapper for vowpal wabbit
Robust Speech Recognition via Large-Scale Weak Supervision
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
matplotlib: plotting with Python
NumPy aware dynamic Python compiler using LLVM
The fundamental package for scientific computing with Python.
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Deep universal probabilistic programming with Python and PyTorch
scikit-learn: machine learning in Python
SciPy library main repository
A computer algebra system written in pure Python
N-D labeled arrays and datasets in Python
Python for .NET is a package that gives Python programmers nearly seamless integration with the .NET Common Language Runtime (CLR) and provides a powerful application scripting tool for .NET developers.
Python for Windows (pywin32) Extensions
๐ฉ Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.
Safely pass trusted data to untrusted environments and back.
Magenta: Music and Art Generation with Machine Intelligence
A simple but flexible plugin system for Python.
TensorFlow code and pre-trained models for BERT
TFDS is a collection of datasets ready to use with TensorFlow, Jax, ...
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
Code for the paper "Language Models are Unsupervised Multitask Learners"
Deep Learning for humans
Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
An open source framework for seq2seq models in PyTorch.
scikit-learn: machine learning in Python
๐ค Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
YOLOv5 ๐ in PyTorch > ONNX > CoreML > TFLite
An open source framework for seq2seq models in PyTorch.
TensorFlow-based neural network library
Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as PyTensor: www.github.com/pymc-devs/pytensor
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.
Library for Semi-Automated Data Science
Cloud ML Engine repo. Please visit the new Vertex AI samples repo at https://github.com/GoogleCloudPlatform/vertex-ai-samples
๐ฆ ML Experiments and Data Management with Git
Open source platform for the machine learning lifecycle
TFX is an end-to-end platform for deploying production ML pipelines
A toolkit for reproducible reinforcement learning research.
A toolkit for developing and comparing reinforcement learning algorithms.
Assignments for CS294-112.
Collections of robotics environments geared towards benchmarking multi-task and meta reinforcement learning
PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).
Implementation of algorithms for continuous control (DDPG and NAF).
Minimal and Clean Reinforcement Learning Examples
rllab is a framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym.
TensorFlow Reinforcement Learning
Keras Temporal Convolutional Network.
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
Statsmodels: statistical modeling and econometrics in Python
Let your Python tests travel through time
A mocking library for requests
Intercept HTTP requests at the Python socket level. Fakes the whole socket module
a socket mock framework - for all kinds of socket animals, web-clients included
A utility for mocking out the Python Requests library.
Automatically mock your HTTP interactions to simplify and speed up testing
ไธญ่ฑๆๆๆ่ฏใ่ฏญ่จๆฃๆตใไธญๅคๆๆบ/็ต่ฏๅฝๅฑๅฐ/่ฟ่ฅๅๆฅ่ฏขใๅๅญๆจๆญๆงๅซใๆๆบๅทๆฝๅใ่บซไปฝ่ฏๆฝๅใ้ฎ็ฎฑๆฝๅใไธญๆฅๆไบบๅๅบใไธญๆ็ผฉๅๅบใๆๅญ่ฏๅ ธใ่ฏๆฑๆ ๆๅผใๅ็จ่ฏใๅๅจ่ฏ่กจใๆดๆ่ฏ่กจใ็น็ฎไฝ่ฝฌๆขใ่ฑๆๆจกๆไธญๆๅ้ณใๆฑชๅณฐๆญ่ฏ็ๆๅจใ่ไธๅ็งฐ่ฏๅบใๅไน่ฏๅบใๅไน่ฏๅบใๅฆๅฎ่ฏๅบใๆฑฝ่ฝฆๅ็่ฏๅบใๆฑฝ่ฝฆ้ถไปถ่ฏๅบใ่ฟ็ปญ่ฑๆๅๅฒใๅ็งไธญๆ่ฏๅ้ใๅ ฌๅธๅๅญๅคงๅ จใๅค่ฏ่ฏๅบใIT่ฏๅบใ่ดข็ป่ฏๅบใๆ่ฏญ่ฏๅบใๅฐๅ่ฏๅบใๅๅฒๅไบบ่ฏๅบใ่ฏ่ฏ่ฏๅบใๅปๅญฆ่ฏๅบใ้ฅฎ้ฃ่ฏๅบใๆณๅพ่ฏๅบใๆฑฝ่ฝฆ่ฏๅบใๅจ็ฉ่ฏๅบใไธญๆ่ๅคฉ่ฏญๆใไธญๆ่ฐฃ่จๆฐๆฎใ็พๅบฆไธญๆ้ฎ็ญๆฐๆฎ้ใๅฅๅญ็ธไผผๅบฆๅน้ ็ฎๆณ้ๅใbert่ตๆบใๆๆฌ็ๆ&ๆ่ฆ็ธๅ ณๅทฅๅ ทใcocoNLPไฟกๆฏๆฝๅๅทฅๅ ทใๅฝๅ ็ต่ฏๅท็ ๆญฃๅๅน้ ใๆธ ๅๅคงๅญฆXLORE:ไธญ่ฑๆ่ทจ่ฏญ่จ็พ็ง็ฅ่ฏๅพ่ฐฑใๆธ ๅๅคงๅญฆไบบๅทฅๆบ่ฝๆๆฏ็ณปๅๆฅๅใ่ช็ถ่ฏญ่จ็ๆใNLUๅคช้พไบ็ณปๅใ่ชๅจๅฏน่ๆฐๆฎๅๆบๅจไบบใ็จๆทๅ้ปๅๅๅ่กจใ็ฝชๅๆณๅกๅ่ฏๅๅ็ฑปๆจกๅใๅพฎไฟกๅ ฌไผๅท่ฏญๆใcs224nๆทฑๅบฆๅญฆไน ่ช็ถ่ฏญ่จๅค็่ฏพ็จใไธญๆๆๅๆฑๅญ่ฏๅซใไธญๆ่ช็ถ่ฏญ่จๅค็ ่ฏญๆ/ๆฐๆฎ้ใๅ้ๅฝๅ็ฅๅจใๅ่ฏ่ฏญๆๅบ+ไปฃ็ ใไปปๅกๅๅฏน่ฏ่ฑๆๆฐๆฎ้ใASR ่ฏญ้ณๆฐๆฎ้ + ๅบไบๆทฑๅบฆๅญฆไน ็ไธญๆ่ฏญ้ณ่ฏๅซ็ณป็ปใ็ฌๅฃฐๆฃๆตๅจใMicrosoftๅค่ฏญ่จๆฐๅญ/ๅไฝ/ๅฆๆฅๆๆถ้ด่ฏๅซๅ ใไธญๅๆฐๅๅญๅ ธๆฐๆฎๅบๅapi(ๅ ๆฌๅธธ็จๆญๅ่ฏญใๆ่ฏญใ่ฏ่ฏญๅๆฑๅญ)ใๆๆกฃๅพ่ฐฑ่ชๅจ็ๆใSpaCy ไธญๆๆจกๅใCommon Voice่ฏญ้ณ่ฏๅซๆฐๆฎ้ๆฐ็ใ็ฅ็ป็ฝ็ปๅ ณ็ณปๆฝๅใๅบไบbert็ๅฝๅๅฎไฝ่ฏๅซใๅ ณ้ฎ่ฏ(Keyphrase)ๆฝๅๅ pkeใๅบไบๅป็้ขๅ็ฅ่ฏๅพ่ฐฑ็้ฎ็ญ็ณป็ปใๅบไบไพๅญๅฅๆณไธ่ฏญไน่ง่ฒๆ ๆณจ็ไบไปถไธๅ ็ปๆฝๅใไพๅญๅฅๆณๅๆ4ไธๅฅ้ซ่ดจ้ๆ ๆณจๆฐๆฎใcnocr๏ผ็จๆฅๅไธญๆOCR็Python3ๅ ใไธญๆไบบ็ฉๅ ณ็ณป็ฅ่ฏๅพ่ฐฑ้กน็ฎใไธญๆnlp็ซ่ต้กน็ฎๅไปฃ็ ๆฑๆปใไธญๆๅญ็ฌฆๆฐๆฎใspeech-aligner: ไปโไบบๅฃฐ่ฏญ้ณโๅๅ ถโ่ฏญ่จๆๆฌโไบง็้ณ็ด ็บงๅซๆถ้ดๅฏน้ฝๆ ๆณจ็ๅทฅๅ ทใAmpliGraph: ็ฅ่ฏๅพ่ฐฑ่กจ็คบๅญฆไน (Python)ๅบ๏ผ็ฅ่ฏๅพ่ฐฑๆฆๅฟต้พๆฅ้ขๆตใScattertext ๆๆฌๅฏ่งๅ(python)ใ่ฏญ่จ/็ฅ่ฏ่กจ็คบๅทฅๅ ท๏ผBERT & ERNIEใไธญๆๅฏนๆฏ่ฑๆ่ช็ถ่ฏญ่จๅค็NLP็ๅบๅซ็ปผ่ฟฐใSynonymsไธญๆ่ฟไน่ฏๅทฅๅ ทๅ ใHarvestText้ขๅ่ช้ๅบๆๆฌๆๆๅทฅๅ ท๏ผๆฐ่ฏๅ็ฐ-ๆ ๆๅๆ-ๅฎไฝ้พๆฅ็ญ๏ผใword2word๏ผ(Python)ๆนไพฟๆ็จ็ๅค่ฏญ่จ่ฏ-่ฏๅฏน้๏ผ62็ง่ฏญ่จ/3,564ไธชๅค่ฏญ่จๅฏนใ่ฏญ้ณ่ฏๅซ่ฏญๆ็ๆๅทฅๅ ท๏ผไปๅ ทๆ้ณ้ข/ๅญๅน็ๅจ็บฟ่ง้ขๅๅปบ่ชๅจ่ฏญ้ณ่ฏๅซ(ASR)่ฏญๆๅบใๆๅปบๅป็ๅฎไฝ่ฏๅซ็ๆจกๅ๏ผๅ ๅซ่ฏๅ ธๅ่ฏญๆๆ ๆณจ๏ผใๅๆๆกฃ้็็ฃ็ๅ ณ้ฎ่ฏๆฝๅใKashgariไธญไฝฟ็จgpt-2่ฏญ่จๆจกๅใๅผๆบ็้่ๆ่ตๆฐๆฎๆๅๅทฅๅ ทใๆๆฌ่ชๅจๆ่ฆๅบTextTeaser: ไป ๆฏๆ่ฑๆใไบบๆฐๆฅๆฅ่ฏญๆๅค็ๅทฅๅ ท้ใไธไบๅ ณไบ่ช็ถ่ฏญ่จ็ๅบๆฌๆจกๅใๅบไบ14Wๆญๆฒ็ฅ่ฏๅบ็้ฎ็ญๅฐ่ฏ--ๅ่ฝๅ ๆฌๆญ่ฏๆฅ้พandๅทฒ็ฅๆญ่ฏๆพๆญๆฒไปฅๅๆญๆฒๆญๆๆญ่ฏไธ่งๅ ณ็ณป็้ฎ็ญใๅบไบSiamese bilstmๆจกๅ็็ธไผผๅฅๅญๅคๅฎๆจกๅๅนถๆไพ่ฎญ็ปๆฐๆฎ้ๅๆต่ฏๆฐๆฎ้ใ็จTransformer็ผ่งฃ็ ๆจกๅๅฎ็ฐ็ๆ นๆฎHacker Newsๆ็ซ ๆ ้ข่ชๅจ็ๆ่ฏ่ฎบใ็จBERT่ฟ่กๅบๅๆ ่ฎฐๅๆๆฌๅ็ฑป็ๆจกๆฟไปฃ็ ใLitBank๏ผNLPๆฐๆฎ้โโๆฏๆ่ช็ถ่ฏญ่จๅค็ๅ่ฎก็ฎไบบๆๅญฆ็งไปปๅก็100้จๅธฆๆ ่ฎฐ่ฑๆๅฐ่ฏด่ฏญๆใ็พๅบฆๅผๆบ็ๅบๅไฟกๆฏๆฝๅ็ณป็ปใ่ๅๆฐ้ปๆฐๆฎ้ใFacebook: LAMA่ฏญ่จๆจกๅๅๆ๏ผๆไพTransformer-XL/BERT/ELMo/GPT้ข่ฎญ็ป่ฏญ่จๆจกๅ็็ปไธ่ฎฟ้ฎๆฅๅฃใCommonsenseQA๏ผ้ขๅๅธธ่ฏ็่ฑๆQAๆๆใไธญๆ็ฅ่ฏๅพ่ฐฑ่ตๆใๆฐๆฎๅๅทฅๅ ทใๅๅคงๅ ฌๅธๅ ้จ้ๅคง็ๅไบซ็ๆๆฏๆๆกฃ PDF ๆ่ PPTใ่ช็ถ่ฏญ่จ็ๆSQL่ฏญๅฅ๏ผ่ฑๆ๏ผใไธญๆNLPๆฐๆฎๅขๅผบ๏ผEDA๏ผๅทฅๅ ทใ่ฑๆNLPๆฐๆฎๅขๅผบๅทฅๅ ท ใๅบไบๅป่ฏ็ฅ่ฏๅพ่ฐฑ็ๆบ่ฝ้ฎ็ญ็ณป็ปใไบฌไธๅๅ็ฅ่ฏๅพ่ฐฑใๅบไบmongodbๅญๅจ็ๅไบ้ขๅ็ฅ่ฏๅพ่ฐฑ้ฎ็ญ้กน็ฎใๅบไบ่ฟ็็ฃ็ไธญๆๅ ณ็ณปๆฝๅใ่ฏญ้ณๆ ๆๅๆใไธญๆULMFiT-ๆ ๆๅๆ-ๆๆฌๅ็ฑป-่ฏญๆๅๆจกๅใไธไธชๆ็ งๅ้ข็จๅบใไธ็ๅๅฝๅคง่งๆจกไบบๅๅบใไธไธชๅฉ็จๆ่ถฃไธญๆ่ฏญๆๅบ qingyun ่ฎญ็ปๅบๆฅ็ไธญๆ่ๅคฉๆบๅจไบบใไธญๆ่ๅคฉๆบๅจไบบseqGANใ็ๅธๅบ้่กๆฟๅบๅๆฐๆฎๅธฆๆผ้ณๆ ๆณจใๆ่ฒ่กไธๆฐ้ป่ฏญๆๅบๅ ๅซ่ชๅจๆๆๅ่ฝใๅผๆพไบๅฏน่ฏๆบๅจไบบ-็ฅ่ฏๅพ่ฐฑ-่ฏญไน็่งฃ-่ช็ถ่ฏญ่จๅค็ๅทฅๅ ทๅๆฐๆฎใไธญๆ็ฅ่ฏๅพ่ฐฑ๏ผๅบไบ็พๅบฆ็พ็งไธญๆ้กต้ข-ๆฝๅไธๅ ็ปไฟกๆฏ-ๆๅปบไธญๆ็ฅ่ฏๅพ่ฐฑใmasr: ไธญๆ่ฏญ้ณ่ฏๅซ-ๆไพ้ข่ฎญ็ปๆจกๅ-้ซ่ฏๅซ็ใPython้ณ้ขๆฐๆฎๅขๅนฟๅบใไธญๆๅ จ่ฏ่ฆ็BERTๅไธคไปฝ้ ่ฏป็่งฃๆฐๆฎใConvLab๏ผๅผๆบๅคๅ็ซฏๅฐ็ซฏๅฏน่ฏ็ณป็ปๅนณๅฐใไธญๆ่ช็ถ่ฏญ่จๅค็ๆฐๆฎ้ใๅบไบๆๆฐ็ๆฌrasaๆญๅปบ็ๅฏน่ฏ็ณป็ปใๅบไบTensorFlowๅBERT็็ฎก้ๅผๅฎไฝๅๅ ณ็ณปๆฝๅใไธไธชๅฐๅ็่ฏๅธ็ฅ่ฏๅพ่ฐฑ/็ฅ่ฏๅบใๅค็ๆๆNLPๆฏ่ต็TOPๆนๆกใOpenCLaP๏ผๅค้ขๅๅผๆบไธญๆ้ข่ฎญ็ป่ฏญ่จๆจกๅไปๅบใUER๏ผๅบไบไธๅ่ฏญๆ+็ผ็ ๅจ+็ฎๆ ไปปๅก็ไธญๆ้ข่ฎญ็ปๆจกๅไปๅบใไธญๆ่ช็ถ่ฏญ่จๅค็ๅ้ๅ้ใๅบไบ้่-ๅธๆณ้ขๅ(ๅ ผๆ้ฒ่ๆง่ดจ)็่ๅคฉๆบๅจไบบใg2pC๏ผๅบไบไธไธๆ็ๆฑ่ฏญ่ฏป้ณ่ชๅจๆ ่ฎฐๆจกๅใZincbase ็ฅ่ฏๅพ่ฐฑๆๅปบๅทฅๅ ทๅ ใ่ฏๆญ่ดจ้่ฏไปท/็ป็ฒๅบฆๆ ๆ่ฏๆญ่ฏญๆๅบใๅฟซ้่ฝฌๅใไธญๆๆฐๅญใๅใ้ฟๆไผฏๆฐๅญใใ็พๅบฆ็ฅ้้ฎ็ญ่ฏญๆๅบใๅบไบ็ฅ่ฏๅพ่ฐฑ็้ฎ็ญ็ณป็ปใjieba_fast ๅ ้็็jiebaใๆญฃๅ่กจ่พพๅผๆ็จใไธญๆ้ ่ฏป็่งฃๆฐๆฎ้ใๅบไบBERT็ญๆๆฐ่ฏญ่จๆจกๅ็ๆฝๅๅผๆ่ฆๆๅใPythonๅฉ็จๆทฑๅบฆๅญฆไน ่ฟ่กๆๆฌๆ่ฆ็็ปผๅๆๅใ็ฅ่ฏๅพ่ฐฑๆทฑๅบฆๅญฆไน ็ธๅ ณ่ตๆๆด็ใ็ปดๅบๅคง่งๆจกๅนณ่กๆๆฌ่ฏญๆใStanfordNLP 0.2.0๏ผ็บฏPython็่ช็ถ่ฏญ่จๅค็ๅ ใNeuralNLP-NeuralClassifier๏ผ่ พ่ฎฏๅผๆบๆทฑๅบฆๅญฆไน ๆๆฌๅ็ฑปๅทฅๅ ทใ็ซฏๅฐ็ซฏ็ๅฐ้ญๅๅฏน่ฏ็ณป็ปใไธญๆๅฝๅๅฎไฝ่ฏๅซ๏ผNeuroNER vs. BertNERใๆฐ้ปไบไปถ็บฟ็ดขๆฝๅใ2019ๅนด็พๅบฆ็ไธๅ ็ปๆฝๅๆฏ่ต๏ผโ็งๅญฆ็ฉบ้ด้โๆบ็ ใๅบไบไพๅญๅฅๆณ็ๅผๆพๅๆๆฌ็ฅ่ฏไธๅ ็ปๆฝๅๅ็ฅ่ฏๅบๆๅปบใไธญๆ็GPT2่ฎญ็ปไปฃ็ ใML-NLP - ๆบๅจๅญฆไน (Machine Learning)NLP้ข่ฏไธญๅธธ่ๅฐ็็ฅ่ฏ็นๅไปฃ็ ๅฎ็ฐใnlp4han:ไธญๆ่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท้(ๆญๅฅ/ๅ่ฏ/่ฏๆงๆ ๆณจ/็ปๅ/ๅฅๆณๅๆ/่ฏญไนๅๆ/NER/Nๅ ่ฏญๆณ/HMM/ไปฃ่ฏๆถ่งฃ/ๆ ๆๅๆ/ๆผๅๆฃๆฅใXLM๏ผFacebook็่ทจ่ฏญ่จ้ข่ฎญ็ป่ฏญ่จๆจกๅใ็จๅบไบBERT็ๅพฎ่ฐๅ็นๅพๆๅๆนๆณๆฅ่ฟ่ก็ฅ่ฏๅพ่ฐฑ็พๅบฆ็พ็งไบบ็ฉ่ฏๆกๅฑๆงๆฝๅใไธญๆ่ช็ถ่ฏญ่จๅค็็ธๅ ณ็ๅผๆพไปปๅก-ๆฐๆฎ้-ๅฝๅๆไฝณ็ปๆใCoupletAI - ๅบไบCNN+Bi-LSTM+Attention ็่ชๅจๅฏนๅฏน่็ณป็ปใๆฝ่ฑก็ฅ่ฏๅพ่ฐฑใMiningZhiDaoQACorpus - 580ไธ็พๅบฆ็ฅ้้ฎ็ญๆฐๆฎๆๆ้กน็ฎใbrat rapid annotation tool: ๅบๅๆ ๆณจๅทฅๅ ทใๅคง่งๆจกไธญๆ็ฅ่ฏๅพ่ฐฑๆฐๆฎ๏ผ1.4ไบฟๅฎไฝใๆฐๆฎๅขๅผบๅจๆบๅจ็ฟป่ฏๅๅ ถไปnlpไปปๅกไธญ็ๅบ็จๅๆๆใallennlp้ ่ฏป็่งฃ:ๆฏๆๅค็งๆฐๆฎๅๆจกๅใPDF่กจๆ ผๆฐๆฎๆๅๅทฅๅ ท ใ Graphbrain๏ผAIๅผๆบ่ฝฏไปถๅบๅ็ง็ ๅทฅๅ ท๏ผ็ฎ็ๆฏไฟ่ฟ่ชๅจๆไนๆๅๅๆๆฌ็่งฃไปฅๅ็ฅ่ฏ็ๆข็ดขๅๆจๆญใ็ฎๅ่ชๅจ็ญ้็ณป็ปใๅบไบๅฝๅๅฎไฝ่ฏๅซ็็ฎๅ่ชๅจๆ่ฆใไธญๆ่ฏญ่จ็่งฃๆต่ฏๅบๅ๏ผๅ ๆฌไปฃ่กจๆง็ๆฐๆฎ้&ๅบๅๆจกๅ&่ฏญๆๅบ&ๆ่กๆฆใๆ ๆด OCR ๆๅญ่ฏๅซ ใไปๅ ๅซ่กจๆ ผ็ๆซๆๅพ็ไธญ่ฏๅซ่กจๆ ผๅๆๅญใ่ฏญๅฃฐ่ฟ็งปใPythonๅฃ่ฏญ่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท้(่ฑๆ)ใ similarity๏ผ็ธไผผๅบฆ่ฎก็ฎๅทฅๅ ทๅ ๏ผjava็ผๅใๆตท้ไธญๆ้ข่ฎญ็ปALBERTๆจกๅ ใTransformers 2.0 ใๅบไบๅคง่งๆจก้ณ้ขๆฐๆฎ้Audioset็้ณ้ขๅขๅผบ ใPoplar๏ผ็ฝ้กต็่ช็ถ่ฏญ่จๆ ๆณจๅทฅๅ ทใๅพ็ๆๅญๅป้ค๏ผๅฏ็จไบๆผซ็ป็ฟป่ฏ ใ186็ง่ฏญ่จ็ๆฐๅญๅซๆณๅบใAmazonๅๅธๅบไบ็ฅ่ฏ็ไบบ-ไบบๅผๆพ้ขๅๅฏน่ฏๆฐๆฎ้ ใไธญๆๆๆฌ็บ ้ๆจกๅไปฃ็ ใ็น็ฎไฝ่ฝฌๆข ใ Pythonๅฎ็ฐ็ๅค็งๆๆฌๅฏ่ฏปๆง่ฏไปทๆๆ ใ็ฑปไผผไบไบบๅ/ๅฐๅ/็ป็ปๆบๆๅ็ๅฝๅไฝ่ฏๅซๆฐๆฎ้ ใไธๅๅคงๅญฆใ็ฅ่ฏๅพ่ฐฑใ็ ็ฉถ็่ฏพ็จ(่ตๆ)ใ. ่ฑๆๆผๅๆฃๆฅๅบ ใ wwsearchๆฏไผไธๅพฎไฟกๅๅฐ่ช็ ็ๅ จๆๆฃ็ดขๅผๆใCHAMELEON๏ผๆทฑๅบฆๅญฆไน ๆฐ้ปๆจ่็ณป็ปๅ ๆถๆ ใ 8็ฏ่ฎบๆๆขณ็BERT็ธๅ ณๆจกๅ่ฟๅฑไธๅๆใDocSearch๏ผๅ ่ดนๆๆกฃๆ็ดขๅผๆใ LIDA๏ผ่ฝป้ไบคไบๅผๅฏน่ฏๆ ๆณจๅทฅๅ ท ใaili - the fastest in-memory index in the East ไธๅ็ๆๅฟซๅนถๅ็ดขๅผ ใ็ฅ่ฏๅพ่ฐฑ่ฝฆ้ณๅทฅไฝ้กน็ฎใ่ช็ถ่ฏญ่จ็ๆ่ตๆบๅคงๅ จ ใไธญๆฅ้ฉๅ่ฏๅบmecab็Pythonๆฅๅฃๅบใไธญๆๆๆฌๆ่ฆ/ๅ ณ้ฎ่ฏๆๅใๆฑๅญๅญ็ฌฆ็นๅพๆๅๅจ (featurizer)๏ผๆๅๆฑๅญ็็นๅพ๏ผๅ้ณ็นๅพใๅญๅฝข็นๅพ๏ผ็จๅๆทฑๅบฆๅญฆไน ็็นๅพใไธญๆ็ๆไปปๅกๅบๅๆต่ฏ ใไธญๆ็ผฉๅๆฐๆฎ้ใไธญๆไปปๅกๅบๅๆต่ฏ - ไปฃ่กจๆง็ๆฐๆฎ้-ๅบๅ(้ข่ฎญ็ป)ๆจกๅ-่ฏญๆๅบ-baseline-ๅทฅๅ ทๅ -ๆ่กๆฆใPySS3๏ผ้ขๅๅฏ่งฃ้AI็SS3ๆๆฌๅ็ฑปๅจๆบๅจๅฏ่งๅๅทฅๅ ท ใไธญๆNLPๆฐๆฎ้ๅ่กจใCOPE - ๆ ผๅพ่ฏ็ผ่พ็จๅบใdoccano๏ผๅบไบ็ฝ้กต็ๅผๆบๅๅๅค่ฏญ่จๆๆฌๆ ๆณจๅทฅๅ ท ใPreNLP๏ผ่ช็ถ่ฏญ่จ้ขๅค็ๅบใ็ฎๅ็็ฎๅ่งฃๆๅจ๏ผ็จๆฅไป็ฎๅไธญๆๅๅ ณ้ฎไฟกๆฏใ็จไบไธญๆ้ฒ่็GPT2ๆจกๅ๏ผGPT2-chitchatใๅบไบๆฃ็ดข่ๅคฉๆบๅจไบบๅค่ฝฎๅๅบ้ๆฉ็ธๅ ณ่ตๆบๅ่กจ(LeaderboardsใDatasetsใPapers)ใ(Colab)ๆฝ่ฑกๆๆฌๆ่ฆๅฎ็ฐ้้ฆ(ๆ็จ ใ่ฏ่ฏญๆผ้ณๆฐๆฎใ้ซๆๆจก็ณๆ็ดขๅทฅๅ ทใNLPๆฐๆฎๅขๅนฟ่ตๆบ้ใๅพฎ่ฝฏๅฏน่ฏๆบๅจไบบๆกๆถ ใ GitHub Typo Corpus๏ผๅคง่งๆจกGitHubๅค่ฏญ่จๆผๅ้่ฏฏ/่ฏญๆณ้่ฏฏๆฐๆฎ้ใTextCluster๏ผ็ญๆๆฌ่็ฑป้ขๅค็ๆจกๅ Short text clusterใ้ขๅ่ฏญ้ณ่ฏๅซ็ไธญๆๆๆฌ่ง่ๅใBLINK๏ผๆๅ ่ฟ็ๅฎไฝ้พๆฅๅบใBertPunc๏ผๅบไบBERT็ๆๅ ่ฟๆ ็นไฟฎๅคๆจกๅใTokenizer๏ผๅฟซ้ใๅฏๅฎๅถ็ๆๆฌ่ฏๆกๅๅบใไธญๆ่ฏญ่จ็่งฃๆต่ฏๅบๅ๏ผๅ ๆฌไปฃ่กจๆง็ๆฐๆฎ้ใๅบๅ(้ข่ฎญ็ป)ๆจกๅใ่ฏญๆๅบใๆ่กๆฆใspaCy ๅปๅญฆๆๆฌๆๆไธไฟกๆฏๆๅ ใ NLPไปปๅก็คบไพ้กน็ฎไปฃ็ ้ใ pythonๆผๅๆฃๆฅๅบใchatbot-list - ่กไธๅ ๅ ณไบๆบ่ฝๅฎขๆใ่ๅคฉๆบๅจไบบ็ๅบ็จๅๆถๆใ็ฎๆณๅไบซๅไป็ปใ่ฏญ้ณ่ดจ้่ฏไปทๆๆ (MOSNet, BSSEval, STOI, PESQ, SRMR)ใ ็จ138GB่ฏญๆ่ฎญ็ป็ๆณๆRoBERTa้ข่ฎญ็ป่ฏญ่จๆจกๅ ใBERT-NER-Pytorch๏ผไธ็งไธๅๆจกๅผ็BERTไธญๆNERๅฎ้ชใๆ ้่ฏๅ ธ - ๆ้่ฏๅ ธ็ๅฝไปค่ก็ๆฌ๏ผๆฏๆ่ฑๆฑไบๆฅๅๅจ็บฟๆฅ่ฏขใ2019ๅนดNLPไบฎ็นๅ้กพใ Chinese medical dialogue data ไธญๆๅป็ๅฏน่ฏๆฐๆฎ้ ใๆๅฅฝ็ๆฑๅญๆฐๅญ(ไธญๆๆฐๅญ)-้ฟๆไผฏๆฐๅญ่ฝฌๆขๅทฅๅ ทใ ๅบไบ็พ็ง็ฅ่ฏๅบ็ไธญๆ่ฏ่ฏญๅค่ฏไน/ไน้กน่ทๅไธ็นๅฎๅฅๅญ่ฏ่ฏญ่ฏญไนๆถๆญงใawesome-nlp-sentiment-analysis - ๆ ๆๅๆใๆ ็ปชๅๅ ่ฏๅซใ่ฏไปทๅฏน่ฑกๅ่ฏไปท่ฏๆฝๅใLineFlow๏ผ้ขๅๆๆๆทฑๅบฆๅญฆไน ๆกๆถ็NLPๆฐๆฎ้ซๆๅ ่ฝฝๅจใไธญๆๅปๅญฆNLPๅ ฌๅผ่ตๆบๆด็ ใMedQuAD๏ผ(่ฑๆ)ๅปๅญฆ้ฎ็ญๆฐๆฎ้ใๅฐ่ช็ถ่ฏญ่จๆฐๅญไธฒ่งฃๆ่ฝฌๆขไธบๆดๆฐๅๆตฎ็นๆฐใTransfer Learning in Natural Language Processing (NLP) ใ้ขๅ่ฏญ้ณ่ฏๅซ็ไธญๆ/่ฑๆๅ้ณ่พๅ ธใTokenizers๏ผๆณจ้ๆง่ฝไธๅคๅ่ฝๆง็ๆๅ ่ฟๅ่ฏๅจใCLUENER ็ป็ฒๅบฆๅฝๅๅฎไฝ่ฏๅซ Fine Grained Named Entity Recognitionใ ๅบไบBERT็ไธญๆๅฝๅๅฎไฝ่ฏๅซใไธญๆ่ฐฃ่จๆฐๆฎๅบใNLPๆฐๆฎ้/ๅบๅไปปๅกๅคงๅ่กจใnlp็ธๅ ณ็ไธไบ่ฎบๆๅไปฃ็ , ๅ ๆฌไธป้ขๆจกๅใ่ฏๅ้(Word Embedding)ใๅฝๅๅฎไฝ่ฏๅซ(NER)ใๆๆฌๅ็ฑป(Text Classificatin)ใๆๆฌ็ๆ(Text Generation)ใๆๆฌ็ธไผผๆง(Text Similarity)่ฎก็ฎ็ญ๏ผๆถๅๅฐๅ็งไธnlp็ธๅ ณ็็ฎๆณ๏ผๅบไบkerasๅtensorflow ใPythonๆๆฌๆๆ/NLPๅฎๆ็คบไพใ Blackstone๏ผ้ขๅ้็ปๆๅๆณๅพๆๆฌ็spaCy pipelineๅNLPๆจกๅ้่ฟๅไน่ฏๆฟๆขๅฎ็ฐๆๆฌโๅ่ธโ ใไธญๆ ้ข่ฎญ็ป ELECTREA ๆจกๅ: ๅบไบๅฏนๆๅญฆไน pretrain Chinese Model ใalbert-chinese-ner - ็จ้ข่ฎญ็ป่ฏญ่จๆจกๅALBERTๅไธญๆNER ใๅบไบGPT2็็นๅฎไธป้ขๆๆฌ็ๆ/ๆๆฌๅขๅนฟใๅผๆบ้ข่ฎญ็ป่ฏญ่จๆจกๅๅ้ใๅค่ฏญ่จๅฅๅ้ๅ ใ็ผ็ ใๆ ่ฎฐๅๅฎ็ฐ๏ผไธ็งๅฏๆง้ซๆ็ๆๆฌ็ๆๆนๆณใ ่ฑๆ่่ฏๅคงๅ่กจ ใattnvis๏ผGPT2ใBERT็ญtransformer่ฏญ่จๆจกๅๆณจๆๅไบคไบๅฏ่งๅใCoVoST๏ผFacebookๅๅธ็ๅค่ฏญ็ง่ฏญ้ณ-ๆๆฌ็ฟป่ฏ่ฏญๆๅบ๏ผๅ ๆฌ11็ง่ฏญ่จ(ๆณ่ฏญใๅพท่ฏญใ่ทๅ ฐ่ฏญใไฟ่ฏญใ่ฅฟ็ญ็่ฏญใๆๅคงๅฉ่ฏญใๅ่ณๅ ถ่ฏญใๆณขๆฏ่ฏญใ็ๅ ธ่ฏญใ่ๅค่ฏญๅไธญๆ)็่ฏญ้ณใๆๅญ่ฝฌๅฝๅ่ฑๆ่ฏๆใJiagu่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท - ไปฅBiLSTM็ญๆจกๅไธบๅบ็ก๏ผๆไพ็ฅ่ฏๅพ่ฐฑๅ ณ็ณปๆฝๅ ไธญๆๅ่ฏ ่ฏๆงๆ ๆณจ ๅฝๅๅฎไฝ่ฏๅซ ๆ ๆๅๆ ๆฐ่ฏๅ็ฐ ๅ ณ้ฎ่ฏ ๆๆฌๆ่ฆ ๆๆฌ่็ฑป็ญๅ่ฝใ็จunetๅฎ็ฐๅฏนๆๆกฃ่กจๆ ผ็่ชๅจๆฃๆต๏ผ่กจๆ ผ้ๅปบใNLPไบไปถๆๅๆ็ฎ่ตๆบๅ่กจ ใ ้่้ขๅ่ช็ถ่ฏญ่จๅค็็ ็ฉถ่ตๆบๅคงๅ่กจใCLUEDatasetSearch - ไธญ่ฑๆNLPๆฐๆฎ้๏ผๆ็ดขๆๆไธญๆNLPๆฐๆฎ้๏ผ้ๅธธ็จ่ฑๆNLPๆฐๆฎ้ ใmedical_NER - ไธญๆๅปๅญฆ็ฅ่ฏๅพ่ฐฑๅฝๅๅฎไฝ่ฏๅซ ใ(ๅไฝ)่ฎฒๅ ๆๆจ็็ๅ ่ดนไนฆใ็ฅ่ฏๅพ่ฐฑ็ธๅ ณๅญฆไน ่ตๆ/ๆฐๆฎ้/ๅทฅๅ ท่ตๆบๅคงๅ่กจใForte๏ผ็ตๆดปๅผบๅคง็่ช็ถ่ฏญ่จๅค็pipelineๅทฅๅ ท้ ใPythonๅญ็ฌฆไธฒ็ธไผผๆง็ฎๆณๅบใPyLaia๏ผ้ขๅๆๅๆๆกฃๅๆ็ๆทฑๅบฆๅญฆไน ๅทฅๅ ทๅ ใTextFooler๏ผ้ๅฏนๆๆฌๅ็ฑป/ๆจ็็ๅฏนๆๆๆฌ็ๆๆจกๅใHaystack๏ผ็ตๆดปใๅผบๅคง็ๅฏๆฉๅฑ้ฎ็ญ(QA)ๆกๆถใไธญๆๅ ณ้ฎ็ญ่ฏญๆฝๅๅทฅๅ ท
Topic Modelling for Humans
็ปๅทดไธญๆๅ่ฏ
Stand-alone language identification system
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
pkusegๅค้ขๅไธญๆๅ่ฏๅทฅๅ ท; The pkuseg toolkit for multi-domain Chinese word segmentation
Multilingual text (NLP) processing toolkit
A natural language modeling framework based on PyTorch
Basic Utilities for PyTorch Natural Language Processing (NLP)
Python library for processing Chinese text
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
Emulator for rapid prototyping of Software Defined Networks
Network Automation and Programmability Abstraction Layer with Multivendor support
The POX network software platform
Generate generic activity streams from the actions on your site. Users can follow any actors' activities for personalized streams.
Stream Framework is a Python library, which allows you to build news feed, activity streams and notification systems using Cassandra and/or Redis. The authors of Stream-Framework also provide a cloud service for feed technology:
An open-source NLP research library, built on PyTorch.
TensorFlow code and pre-trained models for BERT
Fixes contractions such as `you're` to `you are`
Fuzzy String Matching in Python
Topic Modelling for Humans
๐ LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
NLTK Source
Multilingual text (NLP) processing toolkit
State-of-the-Art Text Embeddings
๐ซ Industrial-strength Natural Language Processing (NLP) in Python
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
๐ค Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
Lightning Fast Language Prediction ๐
A tool for extracting plain text from Wikipedia dumps
A little word cloud generator in Python
A test fixtures replacement for Python
Mixer -- Is a fixtures replacement. Supported Django, Flask, SqlAlchemy and custom python objects.
A curated list of awesome tools for SQLAlchemy
Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.
Rich Python data types for Redis
A Python Object-Document-Mapper for working with MongoDB
The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
An async ORM. ๐
a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
Pony Object Relational Mapper
A pure Python Database Abstraction Layer
A system-level, binary package and environment manager running on all major operating systems and platforms.
A set of tools to keep your pinned Python dependencies fresh.
A PyPI mirror client according to PEP 381 http://www.python.org/dev/peps/pep-0381/
Python PyPi staging server and packaging, testing, release tool
Missing data visualization module for Python.
Modin: Scale your Pandas workflows by changing a single line of code
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Extract data from a wide range of Internet sources into a pandas DataFrame.
An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
fsociety Hacking Tools Pack โ A Penetration Testing Framework
The Social-Engineer Toolkit (SET) repository from TrustedSec - All new versions of SET will be deployed here.
Automatic SQL injection and database takeover tool
The uncompromising Python code formatter
The most widely used Python to C compiler
NumPy aware dynamic Python compiler using LLVM
The fundamental package for scientific computing with Python.
The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
SciPy library main repository
Awesome Django authorization, without the database
Subprocesses for Humans 2.0.
Python process launching
Was an interactive continuous Python profiler.
๐ดย Call stack profiler for Python. Shows you why your code is slow!
Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
fastFM: A Library for Factorization Machines
Fast Python Collaborative Filtering for Implicit Feedback Datasets
A Python implementation of LightFM, a hybrid recommendation algorithm.
Deep recommender models using PyTorch.
A Python scikit for building and analyzing recommender systems
A TensorFlow recommendation algorithm and framework in Python.
a python refactoring library
The Web API toolkit. ๐
Build Web Services with Pyramid.
REST API framework designed for human beings
The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
FastAPI framework, high performance, easy to learn, fast to code, ready for production
Simple framework for creating REST APIs
Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.
Automatically generate a RESTful API service for your legacy database. No code required!
Python sample codes for robotics algorithms.
zerorpc for python
Incubator for useful bioinformatics code, primarily in Python and R
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
Statsmodels: statistical modeling and econometrics in Python
A computer algebra system written in pure Python
Zipline, a Pythonic Algorithmic Trading Library
Modular search for Django
High level Python client for Elasticsearch
Pysolr โ Python Solr client
Impacket is a collection of Python classes for working with network protocols.
Repository for the Lemur Certificate Manager
๐ Build and manage real-life ML, AI, and data science projects with ease!
AWS Least Privilege for Distributed, High-Velocity Deployment
Security Monkey monitors AWS, GCP, OpenStack, and GitHub orgs for assets and their changes over time.
w3af: web application attack and audit framework, the open source web vulnerability scanner.
A lightweight library for converting complex objects to and from simple Python datatypes.
Python bindings for the simdjson project.
Python wrapper around rapidjson
A fast JSON parser/generator for C++ with both SAX/DOM style API
A toolkit for developing and deploying serverless Python code in AWS Lambda.
Serverless Python
๐ Python-powered shell. Full-featured and cross-platform.
PyPSA: Python for Power System Analysis
A community based Python library for quantitative economics
A framework that allows people to write their own Rocket League bots.
A suite of utilities for converting to and working with CSV, the king of tabular file formats.
A fast yet powerful Python Markdown parser with renderers and plugins.
Python PDF Parser (Not actively maintained). Check out pdfminer.six.
Single API for reading, manipulating and writing data in csv, ods, xls, xlsx and xlsm files
Create and modify Word documents with Python
Use a docx as a jinja2 template
Create Open XML PowerPoint documents in Python
Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
Universal Office Converter - Convert between any document format supported by LibreOffice/OpenOffice.
Unpacks things.
Please use openpyxl where you can...
A Python module for creating Excel XLSX files.
Library to create spreadsheet files compatible with MS Excel 97/2000/XP/2003 XLS files, on any platform.
The lektor static file content management system
Simple, lightweight, and magic-free static site/blog generator for Python coders
Project documentation with Markdown.
A static website and blog generator
Static site generator that supports Markdown and reST syntax. Powered by Python.
Matplotlib tutorial for beginner
100 numpy exercises (with solutions)
An open access book on scientific visualization using python and matplotlib
Simple tagging for django
A fast and reliable background task processing library for Python 3.
a little task queue for python
Mr. Queue - A distributed worker task queue in Python using Redis & gevent
Simple job queues for Python
A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
Typed interactions with the GitHub API v3
BDD library for the py.test runner
A very fast and expressive template engine.
Repository for BLESS, an SSH Certificate Authority that runs as a AWS Lambda function
bpython - A fancy curses interface to the Python interactive interpreter
Turn (almost) any Python command line program into a full GUI application with one line
improved colored diff
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Repository for the Lemur Certificate Manager
A Python module for controlling interactive programs in a pseudo-terminal
AWS Least Privilege for Distributed, High-Velocity Deployment
Security Monkey monitors AWS, GCP, OpenStack, and GitHub orgs for assets and their changes over time.
๐ฅ๏ธ tmux session manager. built on libtmux
A test fixtures replacement for Python
create custom test databases that are populated with fake data
Faker is a Python package that generates fake data for you.
Let your Python tests travel through time
Green is a clean, colorful, fast python test runner.
A mocking library for requests
Intercept HTTP requests at the Python socket level. Fakes the whole socket module
Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
Write scalable load tests in plain Python ๐๐จ
Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
Mixer -- Is a fixtures replacement. Supported Django, Flask, SqlAlchemy and custom python objects.
The successor to nose, based on unittest2
a socket mock framework - for all kinds of socket animals, web-clients included
A utility for mocking out the Python Requests library.
Generic automation framework for acceptance testing and RPA
splinter - python test framework for web applications
Automatically mock your HTTP interactions to simplify and speed up testing
Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
The successor to nose, based on unittest2
Generic automation framework for acceptance testing and RPA
Green is a clean, colorful, fast python test runner.
Python character encoding detector
Fuzzy String Matching in Python
Implementation of hashids (http://hashids.org) in Python. Compatible with Pythonโ2 and Pythonโ3
Paranoid text spacing in Python
Python Lex-Yacc
An implementation of figlet written in Python
Python library for creating PEG parsers
A simple Python module for parsing human names into their individual components
Python port of Google's libphonenumber
ๆฑๅญ่ฝฌๆผ้ณ(pypinyin)
Returns unicode slugs
A Python library that provides an easy way to identify devices like mobile phones, tablets and their capabilities by parsing (browser) user agent strings.
A generator library for concise, unambiguous and URL-safe UUIDs.
A non-validating SQL parser module for Python
A slugifier that works in unicode
AWS SDK for Python
Python SDK for Facebook's Graph API
Google Sheets Python API
Actively maintained, pure Python wrapper for the Twitter API. Supports both normal and streaming Twitter APIs.
Optional static typing for Python
Run-time type checker for Python
Runtime inspection utilities for Python typing module
๐ URL parsing and manipulation made easy.
A simple, immutable URL class with a clean API for interrogation and manipulation.
๐ Generating short urls with python has never been easier
A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, Pyramid, webapp2, Falcon, and aiohttp.
A common base representation of python source code for pylint and other projects
Bandit is a tool designed to find common security issues in Python code.
The uncompromising Python code formatter
Python composable command line interface toolkit
Web APIs for Django. ๐ธ
flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
The Python micro framework for building web applications.
A next generation HTTP client for Python. ๐ฆ
A Python utility / library to sort imports.
McCabe complexity checker for Python
Typed interactions with the GitHub API v3
It's not just a linter that annoys you!
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
Scrapy, a fast high-level web crawling & scraping framework for Python.
The official Python SDK for Sentry.io
The Database Toolkit for Python
Video processing routines for SciPy
A High-performance cross-platform Video Processing Python framework powerpacked with unique trailblazing features ๐ฅ
Declarative statistical visualization library for Python
Interactive Data Visualization in the browser, from Python
Python binding for the freetype library
matplotlib: plotting with Python
Matplotlib 3.1 cheat sheet.
Matplotlib tutorial for beginner
100 numpy exercises (with solutions)
The interactive graphing library for Python โจ This project now includes Plotly Express!
An open access book on scientific visualization using python and matplotlib
Ten simple rules for better figures
Main repository for Vispy
bottle.py is a fast and simple micro-framework for python web-applications.
The Web framework for perfectionists with deadlines.
Web APIs for Django. ๐ธ
a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
MySQL client library for Python
Coverage plugin for pytest.
A Django plugin for pytest.
A set of pytest fixtures to test Flask applications
Plugin for generating HTML reports for pytest results
Plugin for running Selenium with pytest
Social auth made simple
THIS IS NOT THE OFFICIAL REPO - PLEASE SUBMIT PRs ETC AT: http://github.com/sqlalchemy/sqlalchemy
The Database Toolkit for Python
The little ASGI framework that shines. ๐
An ASGI web server, for Python. ๐ฆ
Compresses linked and inline javascript or CSS into a single cached file.
Pipeline is an asset packaging library for Django.
https://django-storages.readthedocs.io/
Flask webassets integration.
Asset management for Python web development.
Web Content Retrieval for Humansโข
a small library for extracting rich content from urls
newspaper3k is a news, full-text, and article metadata extraction in Python 3. Advanced docs:
Pythonic HTML Parsing for Humansโข
Module for automatic summarization of text documents and HTML pages.
extract text from any document. no muss. no fuss.
Web Scraping Framework
A Python library for automating interaction with websites.
Visual scraping for Scrapy
A Powerful Spider(Web Crawler) System in Python.
The Best Django Resource, Awesome Django for mature packages.
A curated list of awesome things related to Django
A curated list of awesome Flask resources and plugins
A curated list of awesome Pyramid apps, projects and resources.
The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
WebSocket and WAMP in Python for Twisted and asyncio
Developer-friendly asynchrony for Django
Library for building WebSocket servers and clients in Python
A screamingly fast Python 2/3 WSGI server written in C.
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
Waitress - A WSGI server for Python 3
The comprehensive WSGI web application library.