| Math for Machine Learning/Math for Machine Learning/16 - LDA Example 2.mp4 |
29.6 MB |
| Math for Machine Learning/Visit Coursedrive.org.url |
124 B |
| Math for Machine Learning/Math for Machine Learning/01 - Course Promo.mp4 |
5.4 MB |
| Math for Machine Learning/Math for Machine Learning/02 - Course Introduction.mp4 |
6 MB |
| Math for Machine Learning/Math for Machine Learning/03 - Linear Regression.mp4 |
12.1 MB |
| Math for Machine Learning/Math for Machine Learning/04 - The Least Squares Method.mp4 |
19.2 MB |
| Math for Machine Learning/Math for Machine Learning/05 - Linear Algebra Solution to Least Squares Problem.mp4 |
19.8 MB |
| Math for Machine Learning/Math for Machine Learning/06 - Example Linear Regression.mp4 |
6.6 MB |
| Math for Machine Learning/Math for Machine Learning/07 - Summary Linear Regression.mp4 |
1.8 MB |
| Math for Machine Learning/Math for Machine Learning/08 - Classification.mp4 |
1.7 MB |
| Math for Machine Learning/Math for Machine Learning/09 - Linear Discriminant Analysis.mp4 |
967 KB |
| Math for Machine Learning/Math for Machine Learning/10 - The Posterior Probability Functions.mp4 |
5.9 MB |
| Math for Machine Learning/Math for Machine Learning/11 - Modelling the Posterior Probability Functions.mp4 |
12.4 MB |
| Math for Machine Learning/Math for Machine Learning/12 - Linear Discriminant Functions.mp4 |
9.2 MB |
| Math for Machine Learning/Math for Machine Learning/13 - Estimating the Linear Discriminant Functions.mp4 |
9.5 MB |
| Math for Machine Learning/Math for Machine Learning/14 - Classifying Data Points Using Linear Discriminant Functions.mp4 |
5.4 MB |
| Math for Machine Learning/Math for Machine Learning/15 - LDA Example 1.mp4 |
22.3 MB |
| Math for Machine Learning/Course Downloaded from coursedrive.org.txt |
538 B |
| Math for Machine Learning/Math for Machine Learning/17 - Summary Linear Discriminant Analysis.mp4 |
5.4 MB |
| Math for Machine Learning/Math for Machine Learning/18 - Logistic Regression.mp4 |
1.6 MB |
| Math for Machine Learning/Math for Machine Learning/19 - Logistic Regression Model of the Posterior Probability Function.mp4 |
4.2 MB |
| Math for Machine Learning/Math for Machine Learning/20 - Estimating the Posterior Probability Function.mp4 |
12.9 MB |
| Math for Machine Learning/Math for Machine Learning/21 - The Multivariate Newton-Raphson Method.mp4 |
18 MB |
| Math for Machine Learning/Math for Machine Learning/22 - Maximizing the Log-Likelihood Function.mp4 |
23.5 MB |
| Math for Machine Learning/Math for Machine Learning/23 - Logistic Regression Example.mp4 |
15.8 MB |
| Math for Machine Learning/Math for Machine Learning/24 - Summary Logistic Regression.mp4 |
4.2 MB |
| Math for Machine Learning/Math for Machine Learning/25 - Artificial Neural Networks.mp4 |
779 KB |
| Math for Machine Learning/Math for Machine Learning/26 - Neural Network Model of the Output Functions.mp4 |
20.7 MB |
| Math for Machine Learning/Math for Machine Learning/27 - Forward Propagation.mp4 |
1.8 MB |
| Math for Machine Learning/Math for Machine Learning/28 - Choosing Activation Functions.mp4 |
6.6 MB |
| Math for Machine Learning/Math for Machine Learning/29 - Estimating the Output Functions.mp4 |
3.4 MB |
| Math for Machine Learning/Math for Machine Learning/30 - Error Function for Regression.mp4 |
3.3 MB |
| Math for Machine Learning/Math for Machine Learning/31 - Error Function for Binary Classification.mp4 |
9.1 MB |
| Math for Machine Learning/Math for Machine Learning/32 - Error Function for Multiclass Classification.mp4 |
6.3 MB |
| Math for Machine Learning/Math for Machine Learning/33 - Minimizing the Error Function Using Gradient Descent.mp4 |
10.2 MB |
| Math for Machine Learning/Math for Machine Learning/34 - Backpropagation Equations.mp4 |
6.8 MB |
| Math for Machine Learning/Math for Machine Learning/35 - Summary of Backpropagation.mp4 |
2.5 MB |
| Math for Machine Learning/Math for Machine Learning/36 - Summary Artificial Neural Networks.mp4 |
5.6 MB |
| Math for Machine Learning/Math for Machine Learning/37 - Maximal Margin Classifier.mp4 |
3.5 MB |
| Math for Machine Learning/Math for Machine Learning/38 - Definitions of Separating Hyperplane and Margin.mp4 |
9.3 MB |
| Math for Machine Learning/Math for Machine Learning/39 - Proof 1.mp4 |
11.9 MB |
| Math for Machine Learning/Math for Machine Learning/40 - Maximizing the Margin.mp4 |
5.9 MB |
| Math for Machine Learning/Math for Machine Learning/41 - Definition of Maximal Margin Classifier.mp4 |
1.7 MB |
| Math for Machine Learning/Math for Machine Learning/42 - Reformulating the Optimization Problem.mp4 |
13.4 MB |
| Math for Machine Learning/Math for Machine Learning/43 - Proof 2.mp4 |
2 MB |
| Math for Machine Learning/Math for Machine Learning/44 - Proof 3.mp4 |
8 MB |
| Math for Machine Learning/Math for Machine Learning/45 - Proof 4.mp4 |
14.3 MB |
| Math for Machine Learning/Math for Machine Learning/46 - Proof 5.mp4 |
8.9 MB |
| Math for Machine Learning/Math for Machine Learning/47 - Solving the Convex Optimization Problem.mp4 |
1.8 MB |
| Math for Machine Learning/Math for Machine Learning/48 - KKT Conditions.mp4 |
3 MB |
| Math for Machine Learning/Math for Machine Learning/49 - Primal and Dual Problems.mp4 |
2.1 MB |
| Math for Machine Learning/Math for Machine Learning/50 - Solving the Dual Problem.mp4 |
5.3 MB |
| Math for Machine Learning/Math for Machine Learning/51 - The Coefficients for the Maximal Margin Hyperplane.mp4 |
766 KB |
| Math for Machine Learning/Math for Machine Learning/52 - The Support Vectors.mp4 |
1.5 MB |
| Math for Machine Learning/Math for Machine Learning/53 - Classifying Test Points.mp4 |
2.8 MB |
| Math for Machine Learning/Math for Machine Learning/54 - Maximal Margin Classifier Example 1.mp4 |
15.9 MB |
| Math for Machine Learning/Math for Machine Learning/55 - Maximal Margin Classifier Example 2.mp4 |
18.5 MB |
| Math for Machine Learning/Math for Machine Learning/56 - Summary Maximal Margin Classifier.mp4 |
1.8 MB |
| Math for Machine Learning/Math for Machine Learning/57 - Support Vector Classifier.mp4 |
5.9 MB |
| Math for Machine Learning/Math for Machine Learning/58 - Slack Variables Points on Correct Side of Hyperplane.mp4 |
6 MB |
| Math for Machine Learning/Math for Machine Learning/59 - Slack Variables Points on Wrong Side of Hyperplane.mp4 |
2.4 MB |
| Math for Machine Learning/Math for Machine Learning/60 - Formulating the Optimization Problem.mp4 |
6 MB |
| Math for Machine Learning/Math for Machine Learning/61 - Definition of Support Vector Classifier.mp4 |
1.2 MB |
| Math for Machine Learning/Math for Machine Learning/62 - A Convex Optimization Problem.mp4 |
3.6 MB |
| Math for Machine Learning/Math for Machine Learning/63 - Solving the Convex Optimization Problem (Soft Margin).mp4 |
10.4 MB |
| Math for Machine Learning/Math for Machine Learning/64 - The Coefficients for the Soft Margin Hyperplane.mp4 |
3.3 MB |
| Math for Machine Learning/Math for Machine Learning/65 - Classifying Test Points (Soft Margin).mp4 |
2.6 MB |
| Math for Machine Learning/Math for Machine Learning/66 - The Support Vectors (Soft Margin).mp4 |
2.6 MB |
| Math for Machine Learning/Math for Machine Learning/67 - Support Vector Classifier Example 1.mp4 |
24.4 MB |
| Math for Machine Learning/Math for Machine Learning/68 - Support Vector Classifier Example 2.mp4 |
15.7 MB |
| Math for Machine Learning/Math for Machine Learning/69 - Summary Support Vector Classifier.mp4 |
2.2 MB |
| Math for Machine Learning/Math for Machine Learning/70 - Support Vector Machine Classifier.mp4 |
1.9 MB |
| Math for Machine Learning/Math for Machine Learning/71 - Enlarging the Feature Space.mp4 |
9 MB |
| Math for Machine Learning/Math for Machine Learning/72 - The Kernel Trick.mp4 |
7.6 MB |
| Math for Machine Learning/Math for Machine Learning/73 - Summary Support Vector Machine Classifier.mp4 |
3.8 MB |
| Math for Machine Learning/Math for Machine Learning/ReadMe.txt |
538 B |
| Math for Machine Learning/Math for Machine Learning/Visit Coursedrive.org.url |
124 B |
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