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SkillResourceCourse/Book Title
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Foundations
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Python and NumpyTreehouseData Science Basics
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JavascriptTreehouse/codecademyIntroducing Javascript
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Node.jsTreehouseNode.js basics
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SQLTreehouseSQL Basics, Modifying Data, Reporting, Querying
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RData Camp
https://www.datacamp.com/courses/free-introduction-to-r?utm_source=adwords_ppc&utm_campaignid=644508384&utm_adgroupid=35605800561&utm_device=c&utm_keyword=learn%20r%20programming&utm_matchtype=e&utm_network=g&utm_adpostion=1t2&utm_creative=117835649361&utm_targetid=kwd-296483527841&utm_loc_interest_ms=&utm_loc_physical_ms=9068104&gclid=Cj0KEQjw7pHLBRDqs-X8hZ3Mgp0BEiQAXIo9rg9GmO6PdehMKCYT1j2hRfoJkAK1F-dxBbrrWgz_KjUaAlaM8P8HAQ
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UnixUdemy
https://www.udemy.com/fundamentals-of-unix-and-linux-system-administration/
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GitTreehouseGithub Basics
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Descriptive StatisticsKahn Academy
https://www.khanacademy.org/math/statistics-probability/displaying-describing-data
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Data Visualization with Python and Matpotlib
Udemyhttps://www.udemy.com/data-visualization-with-python-and-matplotlib/
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Intro do Data AnalysisUdacityhttps://www.udacity.com/course/intro-to-data-analysis--ud170
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Experiment Design sas.comhttps://support.sas.com/resources/papers/sixsigma1.pdf
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Pandas + Pivot TablesLearn Pythonhttps://www.learnpython.org/en/Pandas_Basics
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SciPy + Stats ModelsScipy.orghttps://docs.scipy.org/doc/scipy/reference/tutorial/index.html
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Web Scraping
http://python-guide-pt-br.readthedocs.io/en/latest/scenarios/scrape/
Web Scraping with Python
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Bootstrapping burns-stat.com
http://www.burns-stat.com/documents/tutorials/the-statistical-bootstrap-and-other-resampling-methods-2/#bootstrap
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Statistical Modeling Stanford University
https://lagunita.stanford.edu/courses/course-v1:OLI+ProbStat+Open_Jan2017/about
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Linear + Logistic regressionScikit-Learn.orghttp://scikit-learn.org/stable/
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K-Nearest Neighborsscikit-learn.orghttp://scikit-learn.org/stable/modules/neighbors.html
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Machine Learning Machine Learning https://www.udacity.com/course/intro-to-machine-learning--ud120
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NLPUdacity https://www.udacity.com/course/intro-to-artificial-intelligence--cs271
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Naive BayesKahn Academy
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Hadoop + MapReduceUdacity https://www.udacity.com/course/intro-to-hadoop-and-mapreduce--ud617
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Hive + SparkEDx
https://www.edx.org/course/introduction-apache-spark-uc-berkeleyx-cs105x
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Time Series Analysis Data Camphttps://www.datacamp.com/courses/introduction-to-time-series-analysis
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Unit 5
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Recommender SystemsCourserahttps://www.coursera.org/specializations/recommender-systems#courses
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IBM https://www.ibm.com/developerworks/library/os-recommender1/
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https://www.analyticsvidhya.com/blog/2015/10/recommendation-engines/
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Multi-Armed Bandit Cornell
https://www.cs.cornell.edu/people/tj/publications/shivaswamy_joachims_12b.pdf
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https://sudeepraja.github.io/Bandits/
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http://blog.thedataincubator.com/2016/07/multi-armed-bandits-2/
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