Deciding What to Do Next Revisited

Our decision process can be broken down as follows:

Getting more training examples: Fixes high variance

Trying smaller sets of features: Fixes high variance

Adding features: Fixes high bias

Adding polynomial features: Fixes high bias

Decreasing λ: Fixes high bias

Increasing λ: Fixes high variance.