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Data Science Learning
- [ ] 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
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