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h2oai / h2o-3

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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Documentation: Deep Learning parameter descriptions #11764

Open exalate-issue-sync[bot] opened 1 year ago

exalate-issue-sync[bot] commented 1 year ago

Add descriptions to the Parameters Appendix for Deep Learning parameters:

pretrained_autoencoder overwrite_with_best_model hidden epochs train_samples_per_iteration target_ratio_comm_to_comp adaptive_rate rho epsilon rate rate_annealing rate_decay momentum_start momentum_ramp momentum_stable nesterov_accelerated_gradient input_dropout_ratio hidden_dropout_ratios l1 l2 max_w2 initial_weight_distribution initial_weight_scale initial_biases loss score_interval score_training_samples score_validation_samples score_duty_cycle classification_stop regression_stop score_validation_sampling diagnostics fast_mode force_load_balance variable_importances replicate_training_data single_node_mode shuffle_training_data quiet_mode autoencoder sparse col_major average_activation sparsity_beta max_categorical_features reproducible export_weights_and_biases mini_batch_size elastic_averaging elastic_averaging_moving_rate elastic_averaging_regularization

hasithjp commented 1 year ago

JIRA Issue Migration Info

Jira Issue: PUBDEV-4886 Assignee: Angela Bartz Reporter: Angela Bartz State: Open Fix Version: N/A Attachments: Available (Count: 4) Development PRs: N/A

Attachments From Jira

Attachment Name: autoencoder.rst Attached By: Angela Bartz File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-4886/autoencoder.rst

Attachment Name: hidden.rst Attached By: Angela Bartz File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-4886/hidden.rst

Attachment Name: overwrite_with_best_model.rst Attached By: Angela Bartz File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-4886/overwrite_with_best_model.rst

Attachment Name: pretrained_autoencoder.rst Attached By: Angela Bartz File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-4886/pretrained_autoencoder.rst