Splitting data

• Trainig set - for training, fitting the model, finding optimal coefficients.
• Validation set - for evaluation, hyperparameter tuning, performance assesment.
• Test set - unbiased evaluation of the model.

Also to notice:

• Underfitting
• Overfitting