| File | Size |
|---|
| 01.Course Promo.mp4 | 4.67 MB |
| 02.Course Introduction.mp4 | 5.18 MB |
| 03.Linear Regression.mp4 | 10.97 MB |
| 04.The Least Squares Method.mp4 | 17.54 MB |
| 05.Linear Algebra Solution to Least Squares Problem.mp4 | 17.91 MB |
| 06.Example Linear Regression.mp4 | 6.00 MB |
| 07.Summary Linear Regression.mp4 | 1.61 MB |
| 08.Classification.mp4 | 1.67 MB |
| 09.Linear Discriminant Analysis.mp4 | 967.07 kB |
| 10.The Posterior Probability Functions.mp4 | 5.29 MB |
| 11.Modelling the Posterior Probability Functions.mp4 | 11.32 MB |
| 12.Linear Discriminant Functions.mp4 | 8.38 MB |
| 13.Estimating the Linear Discriminant Functions.mp4 | 8.59 MB |
| 14.Classifying Data Points Using Linear Discriminant Functions.mp4 | 4.95 MB |
| 15.LDA Example 1.mp4 | 20.16 MB |
| 16.LDA Example 2.mp4 | 26.94 MB |
| 17.Summary Linear Discriminant Analysis.mp4 | 4.83 MB |
| 18.Logistic Regression.mp4 | 1.63 MB |
| 19.Logistic Regression Model of the Posterior Probability Function.mp4 | 4.22 MB |
| 20.Estimating the Posterior Probability Function.mp4 | 12.92 MB |
| 21.The Multivariate Newton-Raphson Method.mp4 | 16.62 MB |
| 22.Maximizing the Log-Likelihood Function.mp4 | 21.45 MB |
| 23.Logistic Regression Example.mp4 | 14.30 MB |
| 24.Summary Logistic Regression.mp4 | 3.75 MB |
| 25.Artificial Neural Networks.mp4 | 778.55 kB |
| 26.Neural Network Model of the Output Functions.mp4 | 18.79 MB |
| 27.Forward Propagation.mp4 | 1.61 MB |
| 28.Choosing Activation Functions.mp4 | 5.91 MB |
| 29.Estimating the Output Functions.mp4 | 3.02 MB |
| 30.Error Function for Regression.mp4 | 3.34 MB |
| 31.Error Function for Binary Classification.mp4 | 8.14 MB |
| 32.Error Function for Multiclass Classification.mp4 | 6.26 MB |
| 33.Minimizing the Error Function Using Gradient Descent.mp4 | 9.21 MB |
| 34.Backpropagation Equations.mp4 | 6.15 MB |
| 35.Summary of Backpropagation.mp4 | 2.31 MB |
| 36.Summary Artificial Neural Networks.mp4 | 5.02 MB |
| 37.Maximal Margin Classifier.mp4 | 3.11 MB |
| 38.Definitions of Separating Hyperplane and Margin.mp4 | 8.45 MB |
| 39.Proof 1.mp4 | 10.84 MB |
| 40.Maximizing the Margin.mp4 | 5.34 MB |
| 41.Definition of Maximal Margin Classifier.mp4 | 1.54 MB |
| 42.Reformulating the Optimization Problem.mp4 | 12.22 MB |
| 43.Proof 2.mp4 | 1.81 MB |
| 44.Proof 3.mp4 | 7.29 MB |
| 45.Proof 4.mp4 | 12.97 MB |
| 46.Proof 5.mp4 | 8.14 MB |
| 47.Solving the Convex Optimization Problem.mp4 | 1.65 MB |
| 48.KKT Conditions.mp4 | 2.72 MB |
| 49.Primal and Dual Problems.mp4 | 2.07 MB |
| 50.Solving the Dual Problem.mp4 | 4.79 MB |
| 51.The Coefficients for the Maximal Margin Hyperplane.mp4 | 677.02 kB |
| 52.The Support Vectors.mp4 | 1.34 MB |
| 53.Classifying Test Points.mp4 | 2.49 MB |
| 54.Maximal Margin Classifier Example 1.mp4 | 14.39 MB |
| 55.Maximal Margin Classifier Example 2.mp4 | 16.72 MB |
| 56.Summary Maximal Margin Classifier.mp4 | 1.58 MB |
| 57.Support Vector Classifier.mp4 | 5.35 MB |
| 58.Slack Variables Points on Correct Side of Hyperplane.mp4 | 5.47 MB |
| 59.Slack Variables Points on Wrong Side of Hyperplane.mp4 | 2.19 MB |
| 60.Formulating the Optimization Problem.mp4 | 5.46 MB |
| 61.Definition of Support Vector Classifier.mp4 | 1.20 MB |
| 62.A Convex Optimization Problem.mp4 | 3.30 MB |
| 63.Solving the Convex Optimization Problem (Soft Margin).mp4 | 9.41 MB |
| 64.The Coefficients for the Soft Margin Hyperplane.mp4 | 2.92 MB |
| 65.Classifying Test Points (Soft Margin).mp4 | 2.38 MB |
| 66.The Support Vectors (Soft Margin).mp4 | 2.32 MB |
| 67.Support Vector Classifier Example 1.mp4 | 22.06 MB |
| 68.Support Vector Classifier Example 2.mp4 | 14.34 MB |
| 69.Summary Support Vector Classifier.mp4 | 1.94 MB |
| 70.Support Vector Machine Classifier.mp4 | 1.66 MB |
| 71.Enlarging the Feature Space.mp4 | 8.21 MB |
| 72.The Kernel Trick.mp4 | 6.86 MB |
| 73.Summary Support Vector Machine Classifier.mp4 | 3.40 MB |
| Discuss.FreeTutorials.Us.html | 165.68 kB |
| FreeCoursesOnline.Me.html | 108.30 kB |
| FreeTutorials.Eu.html | 102.23 kB |
| How you can help Team-FTU.txt | 259.00 B |
| Torrent Downloaded From GloDls.to.txt | 84.00 B |
| [TGx]Downloaded from torrentgalaxy.org.txt | 524.00 B |
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