| P53 13-4 Deep Learning -- Principal Component Analysis @ Machine Learning Techniques (機器學習技法).mp4 | 43.28 MB |
| P50 13-1 Deep Learning -- Deep Neural Network @ Machine Learning Techniques (機器學習技法).mp4 | 41.7 MB |
| P10 3-1 Kernel Support Vector Machine -- Kernel Trick @ Machine Learning Techniques (機器學習技法).mp4 | 39.24 MB |
| P46 12-1 Neural Network -- Motivation @ Machine Learning Techniques (機器學習技法).mp4 | 37.75 MB |
| P26 7-1 Blending and Bagging -- Motivation of Aggregation @ Machine Learning Techniques (機器學習技法).mp4 | 37.45 MB |
| P34 9-1 Decision Tree -- Decision Tree Hypothesis @ Machine Learning Techniques (機器學習技法).mp4 | 36.81 MB |
| P43 11-2 Gradient Boosted Decision Tree -- Optimization of AdaBoost @ Machine Learning Techniques (機器學習技法).mp4 | 36.11 MB |
| P3 1-3 Linear SVM -- Standard Large-Margin Problem @ Machine Learning Techniques (機器學習技法).mp4 | 36.02 MB |
| P6 2-1 Dual Support Vector Machine -- Motivation of Dual SVM @ Machine Learning Techniques (機器學習技法).mp4 | 34 MB |
| P40 10-3 Random Forest -- Feature Selection @ Machine Learning Techniques (機器學習技法).mp4 | 33.55 MB |
| P62 16-1 Finale -- Feature Exploitation Techniques @ Machine Learning Techniques (機器學習技法).mp4 | 33.13 MB |
| P27 7-2 Blending and Bagging -- Uniform Blending @ Machine Learning Techniques (機器學習技法).mp4 | 32.98 MB |
| P7 2-2 Dual Support Vector Machine -- Largange Dual SVM @ Machine Learning Techniques (機器學習技法).mp4 | 31.95 MB |
| P49 12-4 Neural Network -- Optimization and Regularization @ Machine Learning Techniques (機器學習技法).mp4 | 31.44 MB |
| P23 6-2 Support Vector Regression -- Support Vector Regression Primal @ Machine Learning Techniques (機器學習技法).mp4 | 31.33 MB |
| P48 12-3 Neural Network -- Neural Network Learning @ Machine Learning Techniques (機器學習技法).mp4 | 30.78 MB |
| P22 6-1 Support Vector Regression -- Kernel Ridge Regression @ Machine Learning Techniques (機器學習技法).mp4 | 30.28 MB |
| P58 15-1 Matrix Factorization -- Linear Network Hypothesis @ Machine Learning Techniques (機器學習技法).mp4 | 29.65 MB |
| P28 7-3 Blending and Bagging -- Linear and Any Blending @ Machine Learning Techniques (機器學習技法).mp4 | 29.43 MB |
| P42 11-1 Gradient Boosted Decision Tree -- AdaBoost Decision Tree @ Machine Learning Techniques (機器學習技法).mp4 | 29.3 MB |
| P14 4-1 Soft-Margin Support Vector Machine -- Motivation and Primal @ Machine Learning Techniques (機器學習技法).mp4 | 29.2 MB |
| P21 5-4 Kernel Logistic Regression -- Kernel Logistic Regression @ Machine Learning Techniques (機器學習技法).mp4 | 28.69 MB |
| P55 14-2 Radial Basis Function Network -- RBF Network Learning @ Machine Learning Techniques (機器學習技法).mp4 | 28.58 MB |
| P45 11-4 Gradient Boosted Decision Tree -- Summary of Aggregation @ Machine Learning Techniques (機器學習技法).mp4 | 28.48 MB |
| P59 15-2 Matrix Factorization -- Basic Matrix Factorization @ Machine Learning Techniques (機器學習技法).mp4 | 26.82 MB |
| P51 13-2 Deep Learning --Autoencoder @ Machine Learning Techniques (機器學習技法).mp4 | 26.8 MB |
| P38 10-1 Random Forest -- Random Forest Algorithm @ Machine Learning Techniques (機器學習技法).mp4 | 26.53 MB |
| P41 10-4 Random Forest -- Random Forest in Action @ Machine Learning Techniques (機器學習技法).mp4 | 26.42 MB |
| P36 9-3 Decision Tree -- Decision Tree Heuristics in C&RT @ Machine Learning Techniques (機器學習技法).mp4 | 26.24 MB |
| P47 12-2 Neural Network -- Neural Network Hypothesis @ Machine Learning Techniques (機器學習技法).mp4 | 26.22 MB |
| P18 5-1 Kernel Logistic Regression -- Soft-Margin SVM as Regularized @ Machine Learning Techniques (機器學習技法).mp4 | 25.68 MB |
| P35 9-2 Decision Tree -- Decision Tree Algorithm @ Machine Learning Techniques (機器學習技法).mp4 | 25.64 MB |
| P56 14-3 Radial Basis Function Network -- k-Means Algorithm @ Machine Learning Techniques (機器學習技法).mp4 | 25.36 MB |
| P29 7-4 Blending and Bagging -- Bagging (Bootstrap Aggregation) @ Machine Learning Techniques (機器學習技法).mp4 | 24.57 MB |
| P8 2-3 Dual Support Vector Machine -- Solving Dual SVM @ Machine Learning Techniques (機器學習技法).mp4 | 24.54 MB |
| P9 2-4 Dual Support Vector Machine -- Messages behind Dual SVM @ Machine Learning Techniques (機器學習技法).mp4 | 24.4 MB |
| P44 11-3 Gradient Boosted Decision Tree -- Gradient Boosting @ Machine Learning Techniques (機器學習技法).mp4 | 24.24 MB |
| P65 16-4 Finale -- Machine Learning in Practice @ Machine Learning Techniques (機器學習技法).mp4 | 24.02 MB |
| P30 8-1 Adaptive Boosting -- Motivation of Boosting @ Machine Learning Techniques (機器學習技法).mp4 | 23.82 MB |
| P12 3-3 Kernel Support Vector Machine -- Gaussian Kernel @ Machine Learning Techniques (機器學習技法).mp4 | 23.74 MB |
| P31 8-2 Adaptive Boosting -- Diversity by Re-weighting @ Machine Learning Techniques (機器學習技法).mp4 | 23.73 MB |
| P2 1-2 Linear SVM -- Large-Margin Separating Hyperplane @ Machine Learning Techniques (機器學習技法).mp4 | 23.35 MB |
| P16 4-3 Soft-Margin Support Vector Machine -- Messages @ Machine Learning Techniques (機器學習技法).mp4 | 23.34 MB |
| P13 3-4 Kernel Support Vector Machine -- Comparison of Kernels @ Machine Learning Techniques (機器學習技法).mp4 | 23.24 MB |
| P4 1-4 Linear SVM -- Support Vector Machine @ Machine Learning Techniques (機器學習技法).mp4 | 22.38 MB |
| P11 3-2 Kernel Support Vector Machine -- Polynomial Kernel @ Machine Learning Techniques (機器學習技法).mp4 | 21.31 MB |
| P39 10-2 Random Forest -- Out-of-bag Estimate @ Machine Learning Techniques (機器學習技法).mp4 | 20.49 MB |
| P17 4-4 Soft-Margin Support Vector Machine -- Model Selection @ Machine Learning Techniques (機器學習技法).mp4 | 20.31 MB |
| P33 8-4 Adaptive Boosting -- Adaptive Boosting in Action @ Machine Learning Techniques (機器學習技法).mp4 | 19.82 MB |
| P24 6-3 Support Vector Regression -- Support Vector Regression Dual @ Machine Learning Techniques (機器學習技法).mp4 | 19.74 MB |