Source: google-ml-course

Generalisation

Balancing a model between underfitting and overfitting.

Underfitting

Model is not specific enough; fails to accurately predict outputs.

Overfitting

Model is overly specific, s. overfitting .

Strategies to improve generalisation, avoid overfitting

• Split the dataset strategically
• Regularisation — penalise model complexity