- 01. Intro
- 02. Skin Cancer
- 03. Survival Probability of Skin Cancer
- 04. Medical Classification
- 05. The data
- 06. Image Challenges
- 07. Quiz: Data Challenges
- 08. Solution: Data Challenges
- 09. Training the Neural Network
- 10. Quiz: Random vs Pre-initialized Weights
- 11. Solution: Random vs Pre-initialized Weight
- 12. Validating the Training
- 13. Quiz: Sensitivity and Specificity
- 14. Solution: Sensitivity and Specificity
- 15. More on Sensitivity and Specificity
- 16. Quiz: Diagnosing Cancer
- 17. Solution: Diagnosing Cancer
- 18. Refresh on ROC Curves
- 19. Quiz: ROC Curve
- 20. Solution: ROC Curve
- 21. Comparing our Results with Doctors
- 22. Visualization
- 23. What is the network looking at?
- 24. Refresh on Confusion Matrices
- 25. Confusion Matrix
- 26. Conclusion
- 27. Useful Resources
- 28. Mini Project Introduction
- 29. Mini Project: Dermatologist AI