کلاس آموزشی Classification دانشگاه Waterloo Lecture 1 Mach | DLeX: AI Python

کلاس آموزشی Classification دانشگاه Waterloo

Lecture 1 Machine Learning, Introduction

Lecture 2 Machine learning. classification, Linear and quadrtic discriminant analysis

Lecture 3 QDA, PCA

Lecture 4 PCA,FDA

Lecture 5 Logistic Regression

Lecture 6 Logistic Regression, Perceptron

Lecture 7 Backpropagation

Lecture 8 Radial basis function network

Lecture 9 Stein’s unbiased risk estimator (sure)

Lecture 10 Weight decay

Lecture 11 Hard margin SVM

Lecture 12 Soft margin SVM

Lecture 13 Dual PCA, Supervised PCA

Lecture 14 Supervised PCA, Decision tree

Lecture 15 Decision Tree, KNN

Lecture 16 Boosting

Lecture Lec 17 Bagging,Convolutional Networks (part 1)

Lecture 18 Convolutional neural network (Part 2)

Lecture 19 PAC Learning final

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