Index

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__iadd__() (spellbook.train.ROCPlot method) __init__() (spellbook.inspect.PermutationImportance method) (spellbook.train.BinaryCalibrationPlot method) (spellbook.train.ModelSavingCallback method) (spellbook.train.ROCPlot method)

A

add_curve() (spellbook.train.ROCPlot method) AUC

ax_calibrations (spellbook.train.BinaryCalibrationPlot attribute) ax_predictions (spellbook.train.BinaryCalibrationPlot attribute)

B

barchart() (in module spellbook.plot1D) baseline (spellbook.inspect.PermutationImportance attribute) batch

bias binary classification BinaryCalibrationPlot (class in spellbook.train) boxplot() (in module spellbook.plot1D)

C

calculate_splits() (in module spellbook.input) calibration categorical_histogram() (in module spellbook.plot2D)

categorybox() (in module spellbook.plotutils) CL CNN confidence level

D

data augmentation describe() (in module spellbook.stat)

describe_text() (in module spellbook.stat) draw_WP() (spellbook.train.ROCPlot method) dropout

E

EBS EC2

ECR encode_categories() (in module spellbook.input)

F

fig (spellbook.train.BinaryCalibrationPlot attribute) FN

FP FPR

G

get_binary_labels() (in module spellbook.train) get_data_kind() (in module spellbook.plotutils) get_legend_labels() (spellbook.train.ROCPlot method)

get_legend_lines() (spellbook.train.ROCPlot method) get_WP() (spellbook.train.ROCPlot method) grid (spellbook.train.BinaryCalibrationPlot attribute)

H

heatmap() (in module spellbook.plot2D) heatmap_set_annotations_fontsize() (in module spellbook.plot2D) histogram() (in module spellbook.plot1D)

hyperparameter hyperparameter optimisation hyperparameter tuning

I

IAM	image augmentation imbalanced data

K

KMS

L

L1 regularisation L2 regularisation

lasso regularisation legend_bbox_to_anchor() (in module spellbook.plotutils) legend_loc() (in module spellbook.plotutils)

M

model parameter ModelSavingCallback (class in spellbook.train) module spellbook.input spellbook.inspect spellbook.plot spellbook.plot1D spellbook.plot2D spellbook.plotutils spellbook.stat spellbook.train

multi-class classification

N

not_yet_implemented() (in module spellbook.plotutils)

O

on_epoch_end() (spellbook.train.ModelSavingCallback method) on_train_end() (spellbook.train.ModelSavingCallback method) overfitting

oversample() (in module spellbook.input) oversampling overtraining

P

pairplot() (in module spellbook.plot) parallel_coordinates() (in module spellbook.plot) PermutationImportance (class in spellbook.inspect) pickle_load() (spellbook.train.ROCPlot class method) pickle_save() (spellbook.train.ROCPlot method) plot() (spellbook.inspect.PermutationImportance method) (spellbook.train.ROCPlot method) plot_1D() (in module spellbook.plot)

plot_2D() (in module spellbook.plot) plot_confusion_matrix() (in module spellbook.plot) plot_grid_1D() (in module spellbook.plot) plot_grid_2D() (in module spellbook.plot) plot_history() (in module spellbook.train) plot_history_binary() (in module spellbook.train) power precision print_data_kinds() (in module spellbook.plotutils)

R

recall remove_curve() (spellbook.train.ROCPlot method) rename_curve() (spellbook.train.ROCPlot method)

results (spellbook.inspect.PermutationImportance attribute) ridge regularisation ROC ROCPlot (class in spellbook.train)

S

sample save() (in module spellbook.plot) scatterplot() (in module spellbook.plot2D) score sensitivity separate_tfdataset_to_tftensors() (in module spellbook.input) sigmoid softmax specificity spellbook.input module spellbook.inspect module spellbook.plot module

spellbook.plot1D module spellbook.plot2D module spellbook.plotutils module spellbook.stat module spellbook.train module split_pddataframe_to_nparrays() (in module spellbook.input) split_pddataframe_to_pddataframes() (in module spellbook.input) split_pddataframe_to_tfdatasets() (in module spellbook.input) statsbox() (in module spellbook.plotutils)

T

testing tfdf (spellbook.inspect.PermutationImportance attribute) TN

TP TPR type-1 error type-2 error

U

underfitting

undertraining

V

valuebox_text() (in module spellbook.plotutils) variance

violinplot() (in module spellbook.plot2D) VPC