autoBOT
About:
Key idea behind autoBOTLib
Tutorial and first steps:
Installation
autoBOTLib library
Using custom classifiers
Using custom feature transformers
Model persistence
autoBOTLib CLI
Singularity container for autoBOT
Using custom background knowledge
Using custom metrics
Potentially interesting further work
Contents:
autobot package
autoBOT
»
Index
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
P
|
R
|
S
|
T
|
U
|
V
|
W
A
acc_and_f1() (in module autobot.data_utils)
,
[1]
apply_weights() (autobot.strategy_ga.GAlearner method)
,
[1]
autobot
module
,
[1]
autobot.baselines
module
,
[1]
autobot.conceptnet_features
module
,
[1]
autobot.data_utils
module
,
[1]
autobot.feature_constructors
module
,
[1]
autobot.helpers
module
,
[1]
autobot.keyword_features
module
,
[1]
autobot.metrics
module
,
[1]
autobot.minimal_test
module
,
[1]
autobot.minimal_test_load
module
,
[1]
autobot.rakun
module
,
[1]
autobot.sentence_embeddings
module
,
[1]
autobot.strategy_ga
module
,
[1]
autobot.word_relations
module
,
[1]
B
build_dataframe() (in module autobot.feature_constructors)
,
[1]
C
calculate_edit_distance() (autobot.rakun.RakunDetector method)
,
[1]
calculate_embedding_distance() (autobot.rakun.RakunDetector method)
,
[1]
compute_distance() (autobot.word_relations.relationExtractor method)
,
[1]
compute_metrics() (in module autobot.data_utils)
,
[1]
compute_time_diff() (autobot.strategy_ga.GAlearner method)
,
[1]
concept_graph() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
ConceptFeatures (class in autobot.conceptnet_features)
,
[1]
corpus_graph() (autobot.rakun.RakunDetector method)
,
[1]
cross_val_scores() (autobot.strategy_ga.GAlearner method)
,
[1]
custom_initialization() (autobot.strategy_ga.GAlearner method)
,
[1]
D
DataProcessor (class in autobot.data_utils)
,
[1]
digit_col (class in autobot.feature_constructors)
,
[1]
documentEmbedder (class in autobot.sentence_embeddings)
,
[1]
E
evaluate_fitness() (autobot.strategy_ga.GAlearner method)
,
[1]
evolve() (autobot.strategy_ga.GAlearner method)
,
[1]
F
fast_screening_sgd() (in module autobot.feature_constructors)
,
[1]
feature_type_importances() (autobot.strategy_ga.GAlearner method)
,
[1]
FeaturePrunner (class in autobot.feature_constructors)
,
[1]
find_keywords() (autobot.rakun.RakunDetector method)
,
[1]
fit() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
(autobot.feature_constructors.digit_col method)
,
[1]
(autobot.feature_constructors.FeaturePrunner method)
,
[1]
(autobot.feature_constructors.text_col method)
,
[1]
(autobot.keyword_features.KeywordFeatures method)
,
[1]
(autobot.sentence_embeddings.documentEmbedder method)
,
[1]
(autobot.word_relations.relationExtractor method)
,
[1]
fit_transform() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
(autobot.keyword_features.KeywordFeatures method)
,
[1]
(autobot.sentence_embeddings.documentEmbedder method)
,
[1]
(autobot.word_relations.relationExtractor method)
,
[1]
G
GAlearner (class in autobot.strategy_ga)
,
[1]
generate_and_update_stats() (autobot.strategy_ga.GAlearner method)
,
[1]
generate_hypervertices() (autobot.rakun.RakunDetector method)
,
[1]
generate_id_intervals() (autobot.strategy_ga.GAlearner method)
,
[1]
generate_random_initial_state() (autobot.strategy_ga.GAlearner method)
,
[1]
genericProcessor (class in autobot.data_utils)
,
[1]
get_affix() (in module autobot.feature_constructors)
,
[1]
get_autoBOT_manual() (in module autobot.feature_constructors)
,
[1]
get_bert_base() (in module autobot.baselines)
,
[1]
get_dev_examples() (autobot.data_utils.DataProcessor method)
,
[1]
(autobot.data_utils.genericProcessor method)
,
[1]
get_doc2vec() (in module autobot.baselines)
,
[1]
get_feature_importance_report() (autobot.strategy_ga.GAlearner method)
,
[1]
get_feature_names() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
(autobot.feature_constructors.FeaturePrunner method)
,
[1]
(autobot.keyword_features.KeywordFeatures method)
,
[1]
(autobot.sentence_embeddings.documentEmbedder method)
,
[1]
(autobot.word_relations.relationExtractor method)
,
[1]
get_feature_space() (autobot.strategy_ga.GAlearner method)
,
[1]
get_features() (in module autobot.feature_constructors)
,
[1]
get_labels() (autobot.data_utils.DataProcessor method)
,
[1]
get_lr_char_pipeline() (in module autobot.baselines)
,
[1]
get_lr_word_char_pipeline() (in module autobot.baselines)
,
[1]
get_lr_word_pipeline() (in module autobot.baselines)
,
[1]
get_majority() (in module autobot.baselines)
,
[1]
get_metric_report() (in module autobot.metrics)
,
[1]
get_pos_tags() (in module autobot.feature_constructors)
,
[1]
get_propositionalized_rep() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
get_simple_features() (in module autobot.feature_constructors)
,
[1]
get_subset() (in module autobot.feature_constructors)
,
[1]
get_svm_char_pipeline() (in module autobot.baselines)
,
[1]
get_svm_word_char_pipeline() (in module autobot.baselines)
,
[1]
get_svm_word_pipeline() (in module autobot.baselines)
,
[1]
get_test_examples() (autobot.data_utils.genericProcessor method)
,
[1]
get_tpot_word_pipeline() (in module autobot.baselines)
,
[1]
get_train_examples() (autobot.data_utils.DataProcessor method)
,
[1]
(autobot.data_utils.genericProcessor method)
,
[1]
H
hypervertex_prunning() (autobot.rakun.RakunDetector method)
,
[1]
I
instantiate_validation_env() (autobot.strategy_ga.GAlearner method)
,
[1]
K
KeywordFeatures (class in autobot.keyword_features)
,
[1]
L
load_autobot_model() (in module autobot.helpers)
,
[1]
load_model() (in module autobot.minimal_test)
,
[1]
(in module autobot.minimal_test_load)
,
[1]
M
module
autobot
,
[1]
autobot.baselines
,
[1]
autobot.conceptnet_features
,
[1]
autobot.data_utils
,
[1]
autobot.feature_constructors
,
[1]
autobot.helpers
,
[1]
autobot.keyword_features
,
[1]
autobot.metrics
,
[1]
autobot.minimal_test
,
[1]
autobot.minimal_test_load
,
[1]
autobot.rakun
,
[1]
autobot.sentence_embeddings
,
[1]
autobot.strategy_ga
,
[1]
autobot.word_relations
,
[1]
mutReg() (autobot.minimal_test.TestClass method)
,
[1]
(autobot.strategy_ga.GAlearner method)
,
[1]
P
parallelize() (in module autobot.feature_constructors)
,
[1]
parallelize_dataframe() (autobot.strategy_ga.GAlearner method)
,
[1]
pearson_and_spearman() (in module autobot.data_utils)
,
[1]
predict() (autobot.strategy_ga.GAlearner method)
,
[1]
R
RakunDetector (class in autobot.rakun)
,
[1]
read_pandas_tsv() (autobot.data_utils.DataProcessor method)
,
[1]
relationExtractor (class in autobot.word_relations)
,
[1]
remove_hashtags() (in module autobot.feature_constructors)
,
[1]
remove_mentions() (in module autobot.feature_constructors)
,
[1]
remove_punctuation() (in module autobot.feature_constructors)
,
[1]
remove_stopwords() (in module autobot.feature_constructors)
,
[1]
remove_url() (in module autobot.feature_constructors)
,
[1]
report_performance() (autobot.strategy_ga.GAlearner method)
,
[1]
return_dataframe_from_text() (autobot.strategy_ga.GAlearner method)
,
[1]
S
simple_accuracy() (in module autobot.data_utils)
,
[1]
softmax() (autobot.strategy_ga.GAlearner method)
,
[1]
somefun() (autobot.minimal_test.TestClass method)
,
[1]
store_autobot_model() (in module autobot.helpers)
,
[1]
store_model() (in module autobot.minimal_test)
,
[1]
(in module autobot.minimal_test_load)
,
[1]
summarise_final_learners() (autobot.strategy_ga.GAlearner method)
,
[1]
T
TestClass (class in autobot.minimal_test)
,
[1]
text_col (class in autobot.feature_constructors)
,
[1]
transform() (autobot.conceptnet_features.ConceptFeatures method)
,
[1]
(autobot.feature_constructors.digit_col method)
,
[1]
(autobot.feature_constructors.FeaturePrunner method)
,
[1]
(autobot.feature_constructors.text_col method)
,
[1]
(autobot.keyword_features.KeywordFeatures method)
,
[1]
(autobot.sentence_embeddings.documentEmbedder method)
,
[1]
(autobot.word_relations.relationExtractor method)
,
[1]
ttr() (in module autobot.feature_constructors)
,
[1]
U
update_global_feature_importances() (autobot.strategy_ga.GAlearner method)
,
[1]
update_intermediary_feature_space() (autobot.strategy_ga.GAlearner method)
,
[1]
V
visualize_fitness() (autobot.strategy_ga.GAlearner method)
,
[1]
visualize_network() (autobot.rakun.RakunDetector method)
,
[1]
W
witem_kernel() (autobot.word_relations.relationExtractor method)
,
[1]