Convolutional Neural Networks
Back to Home
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
Back to Home
03. Statistical Invariance
Statistical Invariance