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Math for Machine Learning

di Hassan 584,975 KB • 77 file

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31 - Error Function for Binary Classification.mp4
31 - Error Function for Binary Classification.mp4
32 - Error Function for Multiclass Classification.mp4
32 - Error Function for Multiclass Classification.mp4
33 - Minimizing the Error Function Using Gradient Descent.mp4
33 - Minimizing the Error Function Using Gradient Descent.mp4
34 - Backpropagation Equations.mp4
34 - Backpropagation Equations.mp4
35 - Summary of Backpropagation.mp4
35 - Summary of Backpropagation.mp4
36 - Summary Artificial Neural Networks.mp4
36 - Summary Artificial Neural Networks.mp4
37 - Maximal Margin Classifier.mp4
37 - Maximal Margin Classifier.mp4
38 - Definitions of Separating Hyperplane and Margin.mp4
38 - Definitions of Separating Hyperplane and Margin.mp4
39 - Proof 1.mp4
39 - Proof 1.mp4
40 - Maximizing the Margin.mp4
40 - Maximizing the Margin.mp4
41 - Definition of Maximal Margin Classifier.mp4
41 - Definition of Maximal Margin Classifier.mp4
42 - Reformulating the Optimization Problem.mp4
42 - Reformulating the Optimization Problem.mp4
43 - Proof 2.mp4
43 - Proof 2.mp4
44 - Proof 3.mp4
44 - Proof 3.mp4
45 - Proof 4.mp4
45 - Proof 4.mp4
46 - Proof 5.mp4
46 - Proof 5.mp4
47 - Solving the Convex Optimization Problem.mp4
47 - Solving the Convex Optimization Problem.mp4
48 - KKT Conditions.mp4
48 - KKT Conditions.mp4
49 - Primal and Dual Problems.mp4
49 - Primal and Dual Problems.mp4
50 - Solving the Dual Problem.mp4
50 - Solving the Dual Problem.mp4
51 - The Coefficients for the Maximal Margin Hyperplane.mp4
51 - The Coefficients for the Maximal Margin Hyperplane.mp4
52 - The Support Vectors.mp4
52 - The Support Vectors.mp4
53 - Classifying Test Points.mp4
53 - Classifying Test Points.mp4
54 - Maximal Margin Classifier Example 1.mp4
54 - Maximal Margin Classifier Example 1.mp4
55 - Maximal Margin Classifier Example 2.mp4
55 - Maximal Margin Classifier Example 2.mp4
56 - Summary Maximal Margin Classifier.mp4
56 - Summary Maximal Margin Classifier.mp4
57 - Support Vector Classifier.mp4
57 - Support Vector Classifier.mp4
58 - Slack Variables Points on Correct Side of Hyperplane.mp4
58 - Slack Variables Points on Correct Side of Hyperplane.mp4
59 - Slack Variables Points on Wrong Side of Hyperplane.mp4
59 - Slack Variables Points on Wrong Side of Hyperplane.mp4
60 - Formulating the Optimization Problem.mp4
60 - Formulating the Optimization Problem.mp4

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