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New SQL School and Python Tutorials
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clarecorthell authored Jun 16, 2016
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Expand Up @@ -137,13 +137,18 @@ _OSDSM Specialization: [Web Scraping & Crawling](https://github.com/datasciencem
* NLP with Python (NLTK library) [Digital](http://bit.ly/ebook-nltk), [Book ```$36```](http://amzn.to/1iMrDIp)
* How to Write a Spelling Correcter / Norvig (Tutorial)[http://norvig.com/spell-correct.html]

* **Analysis**
* Python for Data Analysis [Book ```$24```](http://amzn.to/Q2pI5I)
### Data Analysis
One of the "unteachable" skills of data science is an intuition for analysis. What constitutes valuable, achievable, and well-designed analysis is extremely dependent on context and ends at hand.

* Big Data Analysis with Twitter [UC Berkeley / Lectures](http://bit.ly/cal-course-bigdatatwitter)
* Exploratory Data Analysis [Tukey / Book ```$81```](http://amzn.to/1kNUEPa)

* **in Python**
* Data Analysis in Python [Tutorial](http://bit.ly/mode-python-tutorials)
* Python for Data Analysis [Book ```$24```](http://amzn.to/Q2pI5I)
* An Example Data Science Process [ipynb](http://bit.ly/ipydsprocess)

### Data Design
### Data Communication and Design

* **Visualization**

Expand Down Expand Up @@ -175,7 +180,6 @@ _OSDSM Specialization: [Data Journalism](https://github.com/datasciencemasters/g
* Learn Python the Hard Way [Digital](http://bit.ly/ebook-learnpyhardway) & [Book ```$23```](http://amzn.to/1hmzGw9)
* Python [Class / Google](http://bit.ly/T4j40A)
* Think Python [Digital](http://bit.ly/ebook-thinkpy) & [Book ```$34```](http://amzn.to/1ktQ5ZU)
* Introduction to Computer Science and Programming [MIT OpenCourseWare / Lectures](http://bit.ly/mit-cs)

#### **Python** (Libraries)
Installing Basic Packages [Python, virtualenv, NumPy, SciPy, matplotlib and IPython ](http://bit.ly/scientific-py-install) & [Using Python Scientifically](http://bit.ly/lecture-scipy)
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