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Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -0,0 +1,111 @@ - [ ] Math - [ ] Linear Algebra - [ ] Lay - Linear Algebra - [ ] 18.06 Linear Algebra http://www.scotthyoung.com/blog/mit-challenge/#more-link1806 - [ ] Burke Lecture Notes http://www.math.washington.edu/~burke/crs/407/lectures/ - [ ] Coding The Matrix http://www.amazon.com/dp/0615880991/?tag=coursera-course198-20 - [ ] Quantifying Uncertainty http://ocw.mit.edu/courses/earth-atmospheric-and-planetary-sciences/12-s990-quantifying-uncertainty-fall-2012/index.htm - [ ] Statistics - [ ] Stats in a Nutshell http://shop.oreilly.com/product/9780596510497.do - [ ] Think Stats http://greenteapress.com/thinkstats/ - [ ] Think Bayes http://www.greenteapress.com/thinkbayes/ - [ ] Intro to Statistical Learning http://www-bcf.usc.edu/~gareth/ISL/ISLR%20First%20Printing.pdf - [ ] Forecasting: Principles and Practice http://otexts.com/fpp/ - [ ] Calculus refresher - [ ] Problem Solving https://notendur.hi.is/hei2/teaching/Polya_HowToSolveIt.pdf - [ ] Computing - [ ] Algorithms - [ ] Introduction To Algorithms OCW http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/ - [ ] https://www.coursera.org/course/algo - [ ] https://www.coursera.org/course/algs4partII - [ ] Algorithm Design Jon Kleinberg http://www.amazon.com/Algorithm-Design-Jon-Kleinberg/dp/0321295358/ - [ ] SICP - [ ] Distributed Computing - [ ] Distributed Computer Systems Engineering OCW http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-824-distributed-computer-systems-engineering-spring-2006/ - [ ] Distributed Algorithms OCW http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-852j-distributed-algorithms-fall-2009/ - [ ] Databases - [ ] Cassandra - [ ] Graph databases - [ ] Riak - [ ] HBase - [ ] SQL Book - [ ] Data Mining - [ ] 15.062 Data Mining http://ocw.mit.edu/courses/sloan-school-of-management/15-062-data-mining-spring-2003/index.htm - [ ] Elements of Statistical Learning: Data Mining, Inference, and Prediction http://www-stat.stanford.edu/~tibs/ElemStatLearn/ - [ ] Mining Massive Data Sets http://i.stanford.edu/~ullman/mmds.html - [ ] Mining The Social Web http://shop.oreilly.com/product/0636920010203.do - [ ] Introduction to Information Retrieval http://nlp.stanford.edu/IR-book/information-retrieval-book.html - [ ] Artificial Intelligence - [ ] AI Fall 2010 OCW http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/ - [ ] Machine Learning - [ ] https://www.coursera.org/course/ml - [ ] Machine Learning MIT OCW http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=MachineLearning - [ ] Machine Vision OCW http://www.scotthyoung.com/blog/mit-challenge/#more-link6801 http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-801-machine-vision-fall-2004/ - [ ] http://ocw.mit.edu/courses/sloan-school-of-management/15-097-prediction-machine-learning-and-statistics-spring-2012/ - [ ] Bishop’s Pattern Recognition and ML http://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738/ref=sr_1_1?ie=UTF8&s=books&qid=1255235358&sr=8-1 - [ ] Neural Networks https://class.coursera.org/neuralnets-2012-001 - [ ] Probabilistic Graphical Models - [ ] https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers - [ ] https://www.coursera.org/course/pgm - [ ] Natural Language Processing - [ ] Advanced NLP OCW http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-864-advanced-natural-language-processing-fall-2005/ - [ ] http://nltk.org/book/ - [ ] Analysis - [ ] Analyzing Big Data With Twitter http://blogs.ischool.berkeley.edu/i290-abdt-s12/ - [ ] Social and Economic Networks https://www.coursera.org/course/networksonline - [ ] Python for Data Analysis http://shop.oreilly.com/product/0636920023784.do - [ ] Geospatial Analysis - [ ] Visualization - [ ] Rice Stat 645 Data Viz http://had.co.nz/stat645/ - [ ] Information Visualisation - Tufte http://www.amazon.com/Envisioning-Information-Edward-R-Tufte/dp/0961392118/ref=sr_1_8?ie=UTF8&qid=1376709039&sr=8-8&keywords=information+design - [ ] Data Visualization http://cm.dce.harvard.edu/2014/02/24028/publicationListing.shtml - [ ] D3 Tutorial http://alignedleft.com/tutorials/ - [ ] Berkeley Viz Class http://vis.berkeley.edu/courses/cs294-10-sp11/wiki/index.php/CS294-10_Visualization - [ ] Python - [ ] http://learnpythonthehardway.org/book/ - [ ] R - [ ] The Art of R Programming http://shop.oreilly.com/product/9781593273842.do - [ ] R in a Nutshell http://shop.oreilly.com/product/9780596801717.do - [ ] ggplot2 http://www.springer.com/statistics/computational+statistics/book/978-0-387-98140-6 - [ ] Clojure - [ ] http://data-sorcery.org/contents/ - [ ] http://www.packtpub.com/clojure-data-analysis-cookbook/book - [ ] Final project * [ ] External Resources