Machine Learning 101: I. Introduction to Machine Learning http://homepages.inf.ed.ac.uk/rbf/IAPR/researchers/MLPAGES/mltut.htm http://jeremykun.com/2012/08/04/machine-learning-introduction/ http://www.omidrouhani.com/research/machinelearning/html/machinelearning.htm http://www.youtube.com/playlist?list=PLD63A284B7615313A (cal tech class) II.  Linear Regression http://en.wikipedia.org/wiki/Linear_regression http://www.youtube.com/watch?v=ExVhaN36jBs http://en.wikipedia.org/wiki/Simple_linear_regression http://www.youtube.com/watch?v=ocGEhiLwDVc   III) Linear Algebra http://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/Syllabus/ https://www.khanacademy.org/math/linear-algebra online text http://joshua.smcvt.edu/linearalgebra/book.pdf - see http://joshua.smcvt.edu/linearalgebra/ for usage rights V) Linear Regression with Multiple Variables - Gradient Descent http://en.wikipedia.org/wiki/Gradient_descent http://www.youtube.com/watch?v=umAeJ7LMCfU (discusses above wiki article) http://www.youtube.com/watch?v=Dgn1ssi2p40 - Optimization http://www.stanford.edu/class/ee364a/videos/video01.html IV) Octave Tutorial …