- 8.1 Fashion classification
- 8.1b Setting up the Environment on Saturn Cloud
- 8.2 TensorFlow and Keras
- 8.3 Pre-trained convolutional neural networks
- 8.4 Convolutional neural networks
- 8.5 Transfer learning
- 8.6 Adjusting the learning rate
- 8.7 Checkpointing
- 8.8 Adding more layers
- 8.9 Regularization and dropout
- 8.10 Data augmentation
- 8.11 Training a larger model
- 8.12 Using the model
- 8.13 Summary
- 8.14 Explore more
- 8.15 Homework
Did you take notes? You can share them here (or in each unit separately)
- Alvaro Navas' Notes
- Kwang Yang's Notes on PyTorch
- Notes from froukje
- Saturn Cloud setup
- Connecting Github, Saturn Cloud and local VSCode via SSH
- Gradio demonstration with Huggingface Space
- Hyperparameter Search With Keras-tuners
- Installation of tensorflow v2.14 in WSL2 and Ubuntu 22.04 with Nvidia GPU
- Notes from Peter Ernicke
- Add your notes here