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Data science
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| Statistics: | |
| https://statweb.stanford.edu/~tibs/ElemStatLearn/printings/ESLII_print10.pdf | |
| http://greenteapress.com/thinkstats/ | |
| Machine Learning | |
| https://www.coursera.org/learn/machine-learning/home/welcome | |
| http://as.wiley.com/WileyCDA/WileyTitle/productCd-111866146X.html | |
| http://shop.oreilly.com/product/0636920033400.do | |
| - Supervised | |
| - Classification | |
| - Regression | |
| - Clustering | |
| - Dimensionality reduction | |
| - Unsupervised | |
| - K Mean | |
| - Clustering | |
| - Reinforcement Learning | |
| - Recommendation System | |
| Collective Intelligence | |
| http://www.amazon.in/Programming-Collective-Intelligence-Toby-Segaran/dp/0596529325 | |
| Best Datasets: | |
| https://github.com/caesar0301/awesome-public-datasets | |
| Interesting Notebooks: | |
| https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks | |
| http://www.kdnuggets.com/2017/04/10-free-must-read-books-machine-learning-data-science.html | |
| Must read: | |
| http://analyticsindiamag.com/best-practices-hiring-data-scientists/ | |
| Deep Learning: | |
| http://www.datasciencecentral.com/profiles/blogs/free-deep-learning-textbook |
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