Python
语言基础
[视频] 老男孩 Bilibili
自然语言处理
教程 | 理解和实现自然语言处理终极指南（附 Python 代码）
推荐系统 RecommenderSystems: 推荐系统基本知识，相关算法以及实现
第三方库
| 库名 | 简介 | 地址 |
|---|---|---|
| scikit-learn | 机器学习 | 官网、github |
| Pillow | 图片处理 | doc |
| NumPy | 科学计算基础软件包 | 中文 |
| peewee | 简单小巧的ORM | doc |
| PyMongo | MongoDB驱动 | doc |
| authlib | 构建OAuth 和 OpenID服务 | doc |
| pyjwt | JWT编码解码 | doc |
| jieba | 中文分词 | github |
| pyhanlp | 中文分词 | github |
| Celery | 异步任务 | |
| scrapy | 网站爬虫框架 | doc |
| scrapyd | scrapy 的运行服务 | doc |
| apscheduler | 定时任务 | doc |
| six | Python2/3兼容 | doc |
| virtualenvwrapper | 虚拟环境 | doc |
| supervisord | 进程管理 | doc |
| flask | 轻量级 Web 应用框架 | doc |
- flask-paginate is a simple paginate extension for flask which is reference to will_paginate, and use bootstrap as css framework.
jinja: a fast, expressive, extensible templating engine
JPype: a Python module to provide full access to Java from within Python.
Django REST framework: a powerful and flexible toolkit for building Web APIs.
SQLAlchemy:the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL.
pip is the package installer for Python. You can use pip to install packages from the Python Package Index and other indexes.
Gunicorn 'Green Unicorn' is a Python WSGI HTTP Server for UNIX.
IPythonJupyter and the future of IPython
Working with Excel Files in Python: This site contains pointers to the best information available about working with Excel files in the Python programming language.
web.py is a web framework for Python that is as simple as it is powerful.
OpenCV (Open Source Computer Vision Library) is an open source computer vision and machine learning software library.
PyYAML is a full-featured YAML framework for the Python programming language.
xlwt: This is a library for developers to use to generate spreadsheet files compatible with Microsoft Excel versions 95 to 2003.
Unofficial Windows Binaries for Python Extension Packages: This page provides 32 and 64-bit Windows binaries of many scientific open-source extension packages for the official CPython distribution of the Python programming language. A few binaries are available for the PyPy distribution.
python-markdown: This is a Python implementation of John Gruber’s Markdown.
其他
HanLP HanLP采用全世界量级最大，种类最多的语料库，达到史上最高准确率，旨在普及落地最前沿的NLP技术！
PDFMiner Python PDF parser and analyzer
pdf2htmlEX Convert PDF to HTML without losing text or format.
wkhtmltopdf open source (LGPLv3) command line tools to render HTML into PDF and various image formats using the Qt WebKit rendering engine.
Starlette a lightweight ASGI framework/toolkit, which is ideal for building async web services in Python.
文章
机器学习
机器学习个人笔记-目录深度学习笔记-目录莫烦PythonTensorFlow 教程深度学习500问
方差、协方差、标准差、均方差、均方根值、均方误差、均方根误差对比分析
直接可以用的Python和OpenCV检测及分割图像的目标区域例子
NLP 第 2 课：中文分词利器 jieba 和 HanLP