Bias & Variance
Bias vs. Variance
- High Bias is the inability of the model to fit the training data
- High Variance is the inability of the model to fit the test data
Bias-Variance Tradeoff
- low bias, high variance - overfitting
- high bias, low variance - underfitting
- low bias, low variance - perfect fitting
