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Best Python modules for data mining |
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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:
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/
Natural Language:
- NLTK, Natural Language Toolkit, nltk.org
For web scraping:
- Scrapy, An open source web scraping framework for Python scrapy.org
- urllib/urllib2
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