| Chapter | Video Archive | |||||
| Windows Media | MP4 | Audio with Video of Presentation Slides and Ink | WebViewer Streamed | WebViewer Archive Download | HTML5 Video (Beta) | |
| Chapter 1: Handling Noisy Data in SVMs | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 2: Generalization Bounds for SVMs | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 3: Clustering and Dimensionality Reduction | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 4: K-Means Clustering | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 5: Mixture Models | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 6: Mixtures of Gaussians | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 7: EM Algorithm for Mixtures of Gaussians | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 8: Mixture Models vs. K-Means vs. Bayesian Networks | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 9: Hierarchical Clustering | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 10: Principal Components Analysis | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 11: Multidimensional Scaling | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |
| Chapter 12: Nonlinear Dimensionality Reduction | Stream, Get | Get | Get WMV, Get MP4 | Launch | Get | Start |