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The following modules contains various review notes supporting this machine learning course. Please click the link to download and save the following files.

Linear Algebra Review and Reference cs229-linalg.pdf
Probability Theory Review cs229-prob.pdf
Matlab Review cs229-prob.pdf sigmoid.txt matlab_session.txt
Convex Optimization Overview, Part I cs229-cvxopt.pdf
Convex Optimization Overview, Part II cs229-cvxopt2.pdf
Hidden Markov Models cs229-hmm.pdf
Gaussian Processes cs229-gp.pdf compute_kernel_matrix.txt gp_demo.txt sample_gp_prior.txt

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Source:  OpenStax, Machine learning. OpenStax CNX. Oct 14, 2013 Download for free at http://cnx.org/content/col11500/1.4
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