Convolutional Neural Networks
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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
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18. Explore The Design Space
Explore the Design Space