DeepLearning.AI TensorFlow Developer Professional Certificate - Course 2
- Week 1: Exploring a Larger Dataset
- Week 2: Augmentation: A technique to avoid overfitting
- Overfitting
- Data Augmentation to reduce overfitting on small training datasets (adding image diversity): rotation, shift, shear, zoom, flip, etc.
- Week 3: Transfer Learning
- Inception: pretrained model
- Dropouts: since neighbor neurons can have similar weights, and therefore skew the final training
- Week 4: Multiclass Classifications