Train-validation generalisation gap (morie.fn groft)

gap_t = train_t - val_t; best_val_epoch and max_gap_epoch are 0-based.

Usage

morie_geron_overfitting_gap(train_scores, val_scores)

Arguments

train_scores, val_scores

Equal-length per-epoch scores.

Value

List with gap, final_gap, max_gap, max_gap_epoch, best_val_epoch, overfitting_epochs.

Examples

V <- c(1, 2, 3, 4, 5, 6, 7, 8)
morie_geron_overfitting_gap(V, V)
#> $gap
#> [1] 0 0 0 0 0 0 0 0
#> 
#> $final_gap
#> [1] 0
#> 
#> $max_gap
#> [1] 0
#> 
#> $max_gap_epoch
#> [1] 0
#> 
#> $best_val_epoch
#> [1] 7
#> 
#> $overfitting_epochs
#> [1] 0
#> 
#> $estimate
#> [1] 0
#> 
#> $n
#> [1] 8
#>