- 01. Intro To CNNs
- 02. Color
- 03. Statistical Invariance
- 04. Convolutional Networks
- 05. Intuition
- 06. Filters
- 07. Feature Map Sizes
- 08. Convolutions continued
- 09. Parameters
- 10. Quiz: Convolution Output Shape
- 11. Solution: Convolution Output Shape
- 12. Quiz: Number of Parameters
- 13. Solution: Number of Parameters
- 14. Quiz: Parameter Sharing
- 15. Solution: Parameter Sharing
- 16. Visualizing CNNs
- 17. TensorFlow Convolution Layer
- 18. Explore The Design Space
- 19. TensorFlow Max Pooling
- 20. Quiz: Pooling Intuition
- 21. Solution: Pooling Intuition
- 22. Quiz: Pooling Mechanics
- 23. Solution: Pooling Mechanics
- 24. Quiz: Pooling Practice
- 25. Solution: Pooling Practice
- 26. Quiz: Average Pooling
- 27. Solution: Average Pooling
- 28. 1x1 Convolutions
- 29. Inception Module
- 30. Convolutional Network in TensorFlow
- 31. TensorFlow Convolution Layer
- 32. Solution: TensorFlow Convolution Layer
- 33. TensorFlow Pooling Layer
- 34. Solution: TensorFlow Pooling Layer
- 35. CNNs - Additional Resources