- 01. Welcome
- 02. Intro
- 03. Recommending Apps 1
- 04. Recommending Apps 2
- 05. Recommending Apps 3
- 06. Tree Anatomy
- 07. Quiz: Student Admissions
- 08. Solution: Student Admissions
- 09. Entropy
- 10. Entropy Formula 1
- 11. Entropy Formula 2
- 12. Entropy Formula 3
- 13. Quiz: Do You Know Your Entropy?
- 14. Multiclass Entropy
- 15. Quiz: Information Gain
- 16. Solution: Information Gain
- 17. Maximizing Information Gain
- 18. Calculating Information Gain on a Dataset
- 19. Gini Impurity
- 20. Hyperparameters
- 21. Decision Trees in sklearn
- 22. Titanic Survival Model with Decision Trees
- 23. [Solution] Titanic Survival Model
- 24. Visualizing Your Tree
- 25. Visualizing Your Tree Exercise
- 26. Outro