Full API

.evaluate()

Runs the pipeline on the held-out test set and prints results in plain English.

Classifier output

output
Results:
  Accuracy:  81.6%
  In plain English: Your model correctly predicted 'Survived' for 146 out of 179 rows.

Classification report:
  ...

Regressor output

output
Results:
  Mean Absolute Error:  39,887
  In plain English: On average, your model's predictions are off by 39,887.

  RMSE:  51,066
  R² Score:  0.89
  In plain English: Your model explains 89% of the variation in 'price'.

R² interpretation

R² scoreInterpretation
≥ 0.9excellent
≥ 0.7solid
≥ 0.5moderate
< 0.5struggles