- 01. Intro
- 02. Gaussian Mixture Model (GMM) Clustering
- 03. Gaussian Distribution in One Dimension
- 04. GMM Clustering in One Dimension
- 05. Gaussian Distribution in 2D
- 06. GMM in 2D
- 07. Quiz: Gaussian Mixtures
- 08. Overview of The Expectation Maximization (EM) Algorithm
- 09. Expectation Maximization Part 1
- 10. Expectation Maximization Part 2
- 11. Visual Example of EM Progress
- 12. Expectation Maximization
- 13. GMM Implementation
- 14. GMM Examples & Applications
- 15. Cluster Analysis Process
- 16. Cluster Validation
- 17. External Validation Indices
- 18. Quiz: Adjusted Rand Index
- 19. Internal Validation Indices
- 20. Silhouette Coefficient
- 21. GMM & Cluster Validation Lab
- 22. GMM & Cluster Validation Lab Solution