one-python

We don't need a lot of libraries. We just need the best ones.

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Libraries

General Machine Learning

• scikit-learn - Simple and efficient tools for data mining and data analysis.

Machine Learning > Deep Learning

• TensorFlow - Low-level (configurations over conventions) library for building deep learning data flow graphs.

Machine Learning > Deep Learning + Computer Vision

• caffe - Deep learning framework made with expression, speed, and modularity in mind.

Optical Character Recognition (OCR)

• pytesseract - A wrapper for Google Tesseract OCR.

Chinese Word Segmentation

• jieba - Chinese Words Segmentation Utilities.

Concurrency and Networking

• gevent - A coroutine-based Python networking library that uses greenlet.

HTTP Request

• requests - Python HTTP requests for humans.

Web Crawling

• Scrapy - A fast high-level screen scraping and web crawling framework.

Web Content Extracting

• newspaper - News extraction, article extraction and content curation in Python.

Scientific Computing

• scipy - An open-source software for mathematics, science, and engineering. statistics, optimization, integration, linear algebra, Fourier transforms, signal and image processing, ODE solvers, and more.

Natural Language

• nltk - A suite of libraries and programs for symbolic and statistical natural language processing.

Markdown

• mistune - The fastest markdown parser in pure Python with renderer features, inspired by marked.

Data Analysis

• pandas - A software library for data manipulation and analysis. In particular, it offers data structures and operations for manipulating numerical tables and time series.

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Frameworks

• Django - The most popular full featured web framework in Python.
  • djangopackages - Excellent 3rd party django package collections.

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Utilities

Interactive Interpreter

• IPython - A rich toolkit to help you make the most out of using Python interactively.

Environment

• virtualenv - A tool to create isolated Python environments.
  • virtualenvwrapper - A set of extensions to virtualenv.

IDE

• PyCharm - Commercial Python IDE based on the IntelliJ platform by JetBrains. Free community edition available.

File reading

The csv module’s reader and writer objects read and write sequences. Programmers can also read and write data in dictionary form using the DictReader and DictWriter classes