- Explain overfitting/underfitting
- Explain bias/variance trade-off
- What are some common methods to prevent overfitting?
- Difference between generative and discriminative models
- Give a set of ground truths and 2 models, how do you be confident that one model is better than another?
- Regularization
- Metric
- Loss and Optimization