Materials for EECS 445, an undergraduate Machine Learning course taught at the University of Michigan, Ann Arbor.
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discussion01_matrix-calculus discussion 1 Sep 15, 2016
discussion02_proability-mle disc2 notes Sep 22, 2016
discussion03_linear-regression-naive-bayes fixed formatting Oct 6, 2016
discussion04_connecting_the_dots take 2 Oct 6, 2016
discussion05_NB_SVM discussion 6 Nov 2, 2016
discussion06_ensemble discussion 6 Nov 2, 2016
discussion07-bayesian-networks add discussion 07 .tex Nov 8, 2016
discussion08-em-bayesian-clustering one typo Dec 19, 2016
discussion09-explain-away minor edit Dec 19, 2016
handsOn_lecture00_python_tutorial Reset Python Tutorial folder to commit 0d31d89.cd Sep 18, 2016
handsOn_lecture02_linear-algebra-optimization Many changes to ensure compatibility with PDFLaTeX conversion. Primar… Sep 22, 2016
handsOn_lecture03_convex-optimization-probability Many changes to ensure compatibility with PDFLaTeX conversion. Primar… Sep 22, 2016
handsOn_lecture04_linear-regression-part1 handson lecture 4. final Sep 22, 2016
handsOn_lecture05_linear-regression-part2 add handson05 and discussion03 Sep 27, 2016
handsOn_lecture06_MLE-MAP-Coding fixed formatting Oct 6, 2016
handsOn_lecture08_SVM more edits to handson lecture Oct 9, 2016
handsOn_lecture09_SVM-part2 adding files for lecture 11 Oct 12, 2016
handsOn_lecture10_bias-variance_tradeoff edited lecture notes Oct 19, 2016
handsOn_lecture11_info-theory-decision-trees editing files from lec 12 Oct 31, 2016
handsOn_lecture12_bagging-boosting minor change to handson12 Nov 2, 2016
handsOn_lecture13_error-measures-and-ml-advice adding pdf and minor edits Nov 2, 2016
handsOn_lecture14_unsupervised-learning-pca-clustering minor edits to handson 14 and lec 15 Nov 9, 2016
handsOn_lecture15_exp_families_bayesian_networks disc08 draft pdf Nov 27, 2016
handsOn_lecture16_pgms_latent_vars_cond_independence edits to handson, added viterbi problem Nov 14, 2016
handsOn_lecture17_clustering-mixtures-em maybe fixed rendering bug on handson 17 Nov 30, 2016
handsOn_lecture18_gmm-hmm Merge branch 'master' of github.com:eecs445-f16/umich-eecs445-f16 Nov 27, 2016
handsOn_lecture19_baum-welch-pgm-inference bugfix Nov 30, 2016
handsOn_lecture20_cnn-1 add loss to handson20 Nov 30, 2016
handsOn_lecture21_cnn-2 handson 21: convolutional NNs Dec 5, 2016
lecture01_introduction adding all the pdfs, and fixing some location bugs Sep 13, 2016
lecture02_linear-algebra-optimization rename Sep 20, 2016
lecture03_convex-functions-optimization Many changes to ensure compatibility with PDFLaTeX conversion. Primar… Sep 22, 2016
lecture04_linear-regression-part1 fixed formatting Oct 6, 2016
lecture05_linear-regression-part2 fix typos Sep 26, 2016
lecture06_logistic_regression merge Oct 3, 2016
lecture07_naive-bayes editing files from lec 12 Oct 31, 2016
lecture08_SVM lec 08 ipynb Oct 10, 2016
lecture09_SVM-part2 add lec 09 Oct 10, 2016
lecture10_bias-variance-tradeoff maybe fixed rendering bug on handson 17 Nov 30, 2016
lecture11_info-theory-decision-trees edited lecture notes Oct 19, 2016
lecture12_bagging-boosting editing files from lec 12 Oct 31, 2016
lecture13_error-measures-and-ml-advice changes to lec13 Nov 2, 2016
lecture14_unsupervised-learning-pca-clustering Adding draft of lecture 14 Nov 2, 2016
lecture15_exp_families_bayesian_networks mini change Nov 9, 2016
lecture16_pgms_latent_vars_cond_independence minor edits to lecture slides Nov 16, 2016
lecture17_clustering-mixtures-em minor edits to lecture slides Nov 16, 2016
lecture18_gmm-hmm adding pdf of lec 18 Nov 16, 2016
lecture19_baum-welch-pgm-inference minor lecture edits Nov 22, 2016
lecture20_cnn-1 add lecture 20 cnn-1 Nov 28, 2016
lecture21_cnn-2 add lecture21 Nov 30, 2016
misc disc08 draft pdf Nov 27, 2016
.gitignore gitignore for tex Sep 20, 2016
LICENSE Initial commit Sep 11, 2016
README.md Update README.md Sep 12, 2016

README.md

umich-eecs445-f16

Materials for EECS 445, an undergraduate Machine Learning course taught at the University of Michigan, Ann Arbor.