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clarecorthell committed Jun 3, 2014
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Expand Up @@ -122,13 +122,13 @@ _OSDSM Specialization: [Web Scraping & Crawling](https://github.com/datasciencem

_OSDSM Specialization: [Data Journalism](https://github.com/datasciencemasters/go/blob/master/specializations.md#data-journalism)_

* **Python** (Learning)
#### **Python** (Learning)
* Learn Python the Hard Way [Digital](http://learnpythonthehardway.org/) & [Book ```$23```](http://amzn.to/1hmzGw9)
* Python [Class / Google](http://code.google.com/edu/languages/google-python-class/)
* Think Python [Digital](http://www.greenteapress.com/thinkpython/) & [Book ```$34```](http://amzn.to/1ktQ5ZU)
* Introduction to Computer Science and Programming [MIT OpenCourseWare / Lectures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/)

* **Python** (Libraries)
#### **Python** (Libraries)
Installing Basic Packages [Python, virtualenv, NumPy, SciPy, matplotlib and IPython ](http://www.lowindata.com/2013/installing-scientific-python-on-mac-os-x/) & [Using Python Scientifically](http://scipy-lectures.github.io/)

_More Libraries can be found in related [specialiaztions](https://github.com/datasciencemasters/go/blob/master/specializations.md)_
Expand All @@ -148,7 +148,7 @@ _More Libraries can be found in related [specialiaztions](https://github.com/dat
* Multivariate Pattern Analysis in Python [PyMVPA](http://www.pymvpa.org/)
* Markov Chain Monte Carlo sampling toolkit [PyMC](https://pypi.python.org/pypi/pymc)

* **Natural Language Processing & Understanding **
* **Natural Language Processing & Understanding**
* Natural Language Toolkit [NLTK](http://nltk.org/)
* [Gensim](https://pypi.python.org/pypi/gensim) Python library for topic modelling, document indexing and similarity retrieval with large corpora. Target audience is the natural language processing (NLP) and information retrieval (IR) community.

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