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