Module 8: Neural Networks and Deep Learning

This module covers the following topics:

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Table of contents

• 1. Fashion classification
• 1b. Setting up the Environment on Saturn Cloud
• 2. TensorFlow and Keras
• 3. Pre-trained convolutional neural networks
• 4. Convolutional neural networks
• 5. Transfer learning
• 6. Adjusting the learning rate
• 7. Checkpointing
• 8. Adding more layers
• 9. Regularization and dropout
• 10. Data augmentation
• 11. Training a larger model
• 12. Using the model
• 13. Summary