- 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. Pooling Intuition
- 21. Quiz: Pooling Mechanics
- 22. Solution: Pooling Mechanics
- 23. Pooling Practice
- 24. Average Pooling
- 25. 1x1 Convolutions
- 26. Inception Module
- 27. Convolutional Network in TensorFlow
- 28. TensorFlow Convolution Layer
- 29. Solution: TensorFlow Convolution Layer
- 30. TensorFlow Pooling Layer
- 31. Solution: TensorFlow Pooling Layer
- 32. Lab: Tensorflow CNN
- 33. GPU Workspace Introduction
- 34. Jupyter Workspace - CNN
- 35. CNNs - Additional Resources
- 36. CNNs Wrapup