Convolutional Neural Networks

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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

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04. Statistical Invariance

Statistical Invariance

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