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Fall 2015 STAT 441/841 CM 763: Classification

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Ali Ghodsi, Lec 15: Decision Tree, KNN

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Ali Ghodsi, Lect 14: Supervised PCA, Decision tree

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Ali Ghodsi, Lec 13: Dual PCA, Supervised PCA

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Ali Ghodsi, Lec 12: Soft margin Support Vector Machine (svm)

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Ali Ghodsi, Lec 11: Hard margin Support Vector Machine (svm)

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Ali Ghodsi, Lec10: Weight decay

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Ali Ghodsi, Lec 9: Stein’s unbiased risk estimator (sure)

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Ali Ghodsi, Lect 8: Radial basis function network

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Ali Ghodsi, Lec 7: Backpropagation

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Ali Ghodsi, Lec 6: Logistic Regression, Perceptron

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