Python 数据挖掘推荐模块

最新推荐文章于 2024-06-28 08:23:58 发布

转载最新推荐文章于 2024-06-28 08:23:58 发布 · 3.1k 阅读

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#Data Mining #data mining #python #Python #数据挖掘

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本文总结了Python中用于机器学习、数据挖掘、自然语言处理、网络分析及网页抓取的最佳模块。包括NumPy、SciPy、Matplotlib等基础库，以及Scikit-learn、MDP、mlpy等高级机器学习工具，还有NLTK、Scrapy等专门针对自然语言处理和网页抓取的强大库。

best python modules for machine learning, data mining, natural language processing, network analysis, and web scraping

This list is my summary of Quora question What are the best Python 2.7 modules for data mining?

Basics:

numpy - numerical library, numpy.scipy.org/
scipy - Advanced math, signal processing, optimization, statistics, www.scipy.org/
matplotlib, python plotting - Matplotlib, matplotlib.org

Machine Learning and Data Mining:

MDP, a collection of supervised and unsupervised learning algorithms, pypi.python.org/pypi/MDP/2.4
mlpy, Machine Learning Python, mlpy.sourceforge.net
NetworkX, for graph analysis, networkx.lanl.gov/
Orange, Data Mining Fruitful & Fun, biolab.si
pandas, Python Data Analysis Library, pandas.pydata.org
pybrain, pybrain.org
scikits-learn - Classic machine learning algorithms - Provide simple an efficient solutions to learning problems, scikit-learn.org/stable/