Index

A

AdaBoostRegressorModel (class in models.ada_boost_regressor)

aggregate_by_date() (functions.sentiment_analyzer.SentimentAnalysis method)

B

BaggingRegressorModel (class in models.bagging_regressor) BaseModelNN (class in models.base) BaseRegressor (class in models.base)

BayesianRidgeRegressorModel (class in models.bayesian_ridge_regressor) build_model() (models.cnn_regressor.CNNRegressor method) (models.lstm_regressor.LSTMRegressor method) (models.neural_network_regressor.NeuralNetworkRegressor method)

C

calculate_metrics() (in module functions.utils) CatBoostRegressorModel (class in models.cat_boost_regressor) check_overfitting() (functions.rolling_window_trainer.RollingWindowTrainer method)

CNNRegressor (class in models.cnn_regressor) combine_data() (in module functions.process_data) compute_vader_scores() (functions.sentiment_analyzer.SentimentAnalysis method) create_subsets() (in module functions.utils)

D

DecisionTreeRegressorModel (class in models.decision_tree_regressor)

double_quotation_remover() (in module functions.process_data)

E

ElasticNetRegressorModel (class in models.elastic_net_regressor)

ExtraTreesRegressorModel (class in models.extra_trees_regressor)

F

find_best_models() (in module functions.utils) fit_model() (models.base.BaseModelNN method) format_number() (in module functions.utils) functions module functions.process_data module functions.rolling_window_trainer module

functions.save_load_model module functions.sentiment_analyzer module functions.utils module functions.web_scrapper module

G

GaussianProcessRegressorModel (class in models.gaussian_regressor) generate_mean_df() (functions.rolling_window_trainer.RollingWindowTrainer method) get_all_models() (functions.rolling_window_trainer.RollingWindowTrainer method) get_all_val_metrics() (functions.rolling_window_trainer.RollingWindowTrainer method) get_best_model_at_window() (functions.rolling_window_trainer.RollingWindowTrainer method) get_best_models() (functions.rolling_window_trainer.RollingWindowTrainer method) get_checkpoint_callback() (functions.rolling_window_trainer.RollingWindowTrainer method) get_checkpoint_dir() (functions.rolling_window_trainer.RollingWindowTrainer method) get_histories() (functions.rolling_window_trainer.RollingWindowTrainer method) get_params() (models.ada_boost_regressor.AdaBoostRegressorModel method) (models.bagging_regressor.BaggingRegressorModel method) (models.bayesian_ridge_regressor.BayesianRidgeRegressorModel method) (models.cat_boost_regressor.CatBoostRegressorModel method) (models.cnn_regressor.CNNRegressor method) (models.decision_tree_regressor.DecisionTreeRegressorModel method) (models.elastic_net_regressor.ElasticNetRegressorModel method) (models.extra_trees_regressor.ExtraTreesRegressorModel method) (models.gaussian_regressor.GaussianProcessRegressorModel method) (models.gradient_boosting_regressor.GradientBoostingRegressorModel method) (models.knn_regressor.KNNRegressorModel method) (models.lasso_regressor.LassoRegressorModel method) (models.lgbm_regressor.LGBMRegressorModel method) (models.lstm_regressor.LSTMRegressor method) (models.neural_network_regressor.NeuralNetworkRegressor method) (models.nu_svr_regressor.NuSVRRegressorModel method) (models.passive_aggressive_regressor.PassiveAggressiveRegressorModel method) (models.random_forest_regressor.RandomForestRegressorModel method) (models.ridge_regressor.RidgeRegressorModel method) (models.support_vector_regressor.SupportVectorRegressorModel method) (models.tweedie_regressor.TweedieRegressorModel method) (models.xgb_regressor.XGBRegressorModel method)

get_train_window() (functions.rolling_window_trainer.RollingWindowTrainer method) get_val_metrics_from_log() (in module functions.save_load_model) get_val_window() (functions.rolling_window_trainer.RollingWindowTrainer method) get_window_indices() (functions.rolling_window_trainer.RollingWindowTrainer method) GradientBoostingRegressorModel (class in models.gradient_boosting_regressor) grid_search_cv() (models.base.BaseRegressor method) group_by_model() (in module functions.utils)

K

KNNRegressorModel (class in models.knn_regressor)

L

LassoRegressorModel (class in models.lasso_regressor) LGBMRegressorModel (class in models.lgbm_regressor) load_and_set_histories() (functions.rolling_window_trainer.RollingWindowTrainer method) load_model() (models.base.BaseModelNN method) (models.base.BaseRegressor method)

load_trained_models() (in module functions.save_load_model) log_cv_score() (models.base.BaseRegressor method) log_validation_score() (models.base.BaseRegressor method) logger (models.base.BaseRegressor attribute) LSTMRegressor (class in models.lstm_regressor)

M

mean_absolute_percentage_error() (in module functions.utils) models module models.ada_boost_regressor module models.bagging_regressor module models.base module models.bayesian_ridge_regressor module models.cat_boost_regressor module models.cnn_regressor module models.decision_tree_regressor module models.elastic_net_regressor module models.extra_trees_regressor module models.gaussian_regressor module models.gradient_boosting_regressor module models.knn_regressor module models.lasso_regressor module models.lgbm_regressor module models.lstm_regressor module models.neural_network_regressor module models.nu_svr_regressor module models.passive_aggressive_regressor module models.random_forest_regressor module

models.ridge_regressor module models.support_vector_regressor module models.tweedie_regressor module models.xgb_regressor module modify_date_format() (in module functions.process_data) module functions functions.process_data functions.rolling_window_trainer functions.save_load_model functions.sentiment_analyzer functions.utils functions.web_scrapper models models.ada_boost_regressor models.bagging_regressor models.base models.bayesian_ridge_regressor models.cat_boost_regressor models.cnn_regressor models.decision_tree_regressor models.elastic_net_regressor models.extra_trees_regressor models.gaussian_regressor models.gradient_boosting_regressor models.knn_regressor models.lasso_regressor models.lgbm_regressor models.lstm_regressor models.neural_network_regressor models.nu_svr_regressor models.passive_aggressive_regressor models.random_forest_regressor models.ridge_regressor models.support_vector_regressor models.tweedie_regressor models.xgb_regressor

N

NeuralNetworkRegressor (class in models.neural_network_regressor)

NuSVRRegressorModel (class in models.nu_svr_regressor)

P

PassiveAggressiveRegressorModel (class in models.passive_aggressive_regressor) pause_scraping() (functions.web_scrapper.WebScraper method) plot_heatmaps() (in module functions.utils) plot_histories() (in module functions.utils) plot_price_prediction() (in module functions.utils) predict() (models.base.BaseModelNN method)

predict_all_models() (functions.rolling_window_trainer.RollingWindowTrainer method) predict_best_models() (functions.rolling_window_trainer.RollingWindowTrainer method) preprocess() (functions.sentiment_analyzer.SentimentAnalysis method) print_model_info() (functions.rolling_window_trainer.RollingWindowTrainer method) process_data() (in module functions.process_data) process_inputs() (functions.sentiment_analyzer.SentimentAnalysis method)

R

RandomForestRegressorModel (class in models.random_forest_regressor) read_model_metrics() (in module functions.utils) resize_and_remove_background() (in module functions.utils) resume_scraping() (functions.web_scrapper.WebScraper method)

reverse_values() (in module functions.utils) RidgeRegressorModel (class in models.ridge_regressor) RollingWindowTrainer (class in functions.rolling_window_trainer) root_mean_squared_log_error() (in module functions.utils)

S

save_dataframe() (in module functions.utils) save_df() (functions.sentiment_analyzer.SentimentAnalysis method) save_histories() (functions.rolling_window_trainer.RollingWindowTrainer method) save_keras_models() (in module functions.utils) save_metrics() (in module functions.utils) save_model() (models.base.BaseModelNN method) (models.base.BaseRegressor method) save_trained_models() (in module functions.save_load_model) SentimentAnalysis (class in functions.sentiment_analyzer) set_all_models() (functions.rolling_window_trainer.RollingWindowTrainer method) set_best_models() (functions.rolling_window_trainer.RollingWindowTrainer method)

set_params() (models.cnn_regressor.CNNRegressor method) (models.lstm_regressor.LSTMRegressor method) (models.neural_network_regressor.NeuralNetworkRegressor method) split_data() (in module functions.process_data) start_scraping() (functions.web_scrapper.WebScraper method) start_training() (functions.rolling_window_trainer.RollingWindowTrainer method) stop() (functions.web_scrapper.StoppableThread method) stop_scraping() (functions.web_scrapper.WebScraper method) StoppableThread (class in functions.web_scrapper) stopped() (functions.web_scrapper.StoppableThread method) SupportVectorRegressorModel (class in models.support_vector_regressor)

T

train_nn_model_with_window() (functions.rolling_window_trainer.RollingWindowTrainer method) tune_model() (models.ada_boost_regressor.AdaBoostRegressorModel method) (models.bagging_regressor.BaggingRegressorModel method) (models.base.BaseRegressor method) (models.bayesian_ridge_regressor.BayesianRidgeRegressorModel method) (models.cat_boost_regressor.CatBoostRegressorModel method) (models.decision_tree_regressor.DecisionTreeRegressorModel method) (models.elastic_net_regressor.ElasticNetRegressorModel method) (models.extra_trees_regressor.ExtraTreesRegressorModel method) (models.gaussian_regressor.GaussianProcessRegressorModel method) (models.gradient_boosting_regressor.GradientBoostingRegressorModel method) (models.knn_regressor.KNNRegressorModel method) (models.lasso_regressor.LassoRegressorModel method) (models.lgbm_regressor.LGBMRegressorModel method) (models.nu_svr_regressor.NuSVRRegressorModel method) (models.passive_aggressive_regressor.PassiveAggressiveRegressorModel method) (models.random_forest_regressor.RandomForestRegressorModel method) (models.ridge_regressor.RidgeRegressorModel method) (models.support_vector_regressor.SupportVectorRegressorModel method) (models.tweedie_regressor.TweedieRegressorModel method) (models.xgb_regressor.XGBRegressorModel method)

tune_model_with_window_cnn() (models.cnn_regressor.CNNRegressor method) tune_model_with_window_lstm() (models.lstm_regressor.LSTMRegressor method) tune_model_with_window_nn() (models.neural_network_regressor.NeuralNetworkRegressor method) tune_non_nn_model() (functions.rolling_window_trainer.RollingWindowTrainer method) TweedieRegressorModel (class in models.tweedie_regressor) tweet_to_words() (functions.sentiment_analyzer.SentimentAnalysis method)

U

unlist() (functions.sentiment_analyzer.SentimentAnalysis method)

update_time_consumption() (functions.rolling_window_trainer.RollingWindowTrainer method)

V

vote_predict_best_models() (functions.rolling_window_trainer.RollingWindowTrainer method)

W

WebScraper (class in functions.web_scrapper)

webScrapper() (functions.web_scrapper.WebScraper method) weighted_predict_best_models() (functions.rolling_window_trainer.RollingWindowTrainer method)

X

XGBRegressorModel (class in models.xgb_regressor)