- 01. Models for Classification of 2D Medical Images
- 02. Lesson Outline
- 03. Utility of Non-medical images
- 04. Classification Model Development
- 05. Differentiate Between Models
- 06. Differentiate Between Models Quizzes
- 07. Differentiate Between Models Exercise
- 08. Differentiate Between Models Exercise Solution
- 09. Split Dataset for Model Development
- 10. Split Dataset for Model Development Quizzes
- 11. Split Dataset for Model Development Exercise
- 12. Split Dataset for Model Development Exercise Solution
- 13. Obtaining a Gold Standard
- 14. Obtaining a Gold Standard Quizzes
- 15. Obtaining a Gold Standard Exercise
- 16. Obtaining a Gold Standard Exercise Solution
- 17. Image Pre-processing for Model Training
- 18. Image Pre-processing for Model Training Quizzes
- 19. Image Pre-processing for Model Training Exercise
- 20. Image Pre-processing for Model Training Exercise Solution
- 21. Fine-tuning CNNs for Classification
- 22. Fine-tuning CNNs for Classification Quizzes
- 23. Fine-tuning CNNs for Classification Exercise
- 24. Fine-tuning CNNs for Classification Exercise Solution
- 25. Evaluating Your Model
- 26. Evaluating Your Model Quizzes
- 27. Evaluating Your Model Exercise
- 28. Evaluating Your Model Exercise Solution
- 29. Final Review
- 30. Lesson Conclusion