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clarecorthell authored Apr 14, 2017
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Expand Up @@ -153,16 +153,16 @@ _OSDSM Specialization: [Web Scraping & Crawling](https://github.com/datasciencem
* Probabilistic Programming and Bayesian Methods for Hackers [Github / Tutorials](http://bit.ly/ipnb-probabilisticprogramming)
* Probabilistic Graphical Models [Stanford / Coursera](http://bit.ly/stanford-pgm)

* **Deep Learning (Neural Networks)**
#### **Deep Learning (Neural Networks)**
* Neural Networks [Andrej Karpathy / Python Walkthrough](http://bit.ly/karpathyneuralnets)
* Neural Networks [U Toronto / Coursera](http://bit.ly/utoronto-neuralnets)
* Deep Learning for Natural Language Processing CS224d [Stanford](http://cs224d.stanford.edu/syllabus.html)

* **Social Network & Graph Analysis**
#### **Social Network & Graph Analysis**
* Social and Economic Networks: Models and Analysis / [Stanford / Coursera](http://bit.ly/stanford-socialeconnetworks)
* Social Network Analysis for Startups [Book ```$22```](http://amzn.to/1jySCCT)

* **Natural Language Processing**
#### **Natural Language Processing**
* From Languages to Information / Stanford CS147 [Materials](http://bit.ly/nlpcs124)
* 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]
Expand All @@ -173,7 +173,7 @@ One of the "unteachable" skills of data science is an intuition for analysis. Wh
* 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**
#### **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)
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