Overfitting

Outline

1. Overfitting: training and validation sets
2. Regression using a neural network
3. Regularisation: Early Stopping
4. Regularisation: Weight Decay
5. Regularisation: Dropout
6. Batch normalisation
7. Training, validation, and test sets
8. Regularisation in Keras

Videos

Ideas for further coding projects

• Go back to your previous projects and look for signs of overfitting. Can you correct using some of the techniques described here?

Inspiration/Further reading