Convolutional Neural Networks
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01. Introducing Alexis
02. Applications of CNNs
03. How Computers Interpret Images
04. MLPs for Image Classification
05. Categorical Cross-Entropy
06. Model Validation in Keras
07. When do MLPs (not) work well?
08. Mini project: Training an MLP on MNIST
09. Local Connectivity
10. Convolutional Layers (Part 1)
11. Convolutional Layers (Part 2)
12. Stride and Padding
13. Convolutional Layers in Keras
14. Quiz: Dimensionality
15. Pooling Layers
16. Max Pooling Layers in Keras
17. CNNs for Image Classification
18. CNNs in Keras: Practical Example
19. Mini project: CNNs in Keras
20. Image Augmentation in Keras
21. Mini project: Image Augmentation in Keras
22. Groundbreaking CNN Architectures
23. Visualizing CNNs (Part 1)
24. Visualizing CNNs (Part 2)
25. Transfer Learning
26. Transfer Learning in Keras
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01. Introducing Alexis
Apresentando Alexis
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