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@danielcompton
Created March 23, 2014 06:48

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  1. danielcompton created this gist Mar 23, 2014.
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    - [ ] 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