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amlro

  • amlro package
    • Submodules
    • amlro.const module
    • amlro.generate_reaction_conditions module
      • generate_reaction_grid()
      • get_reaction_scope()
      • write_reaction_scope()
    • amlro.generate_training_data module
      • generate_training_data()
      • get_next_training_conditions()
      • load_training_conditions()
      • write_data_to_training_files()
      • write_line_to_a_file()
      • write_training_data()
    • amlro.ml_models module
      • adaboost_regressor()
      • bayesian_ridge_regressor()
      • decision_tree_regressor()
      • elastic_net_regressor()
      • get_regressor_model()
      • gradient_boost_regressor()
      • knn_regressor()
      • random_forest_regressor()
      • support_vector_regressor()
      • xgboost_regressor()
    • amlro.optimizer module
      • categorical_feature_decoding()
      • categorical_feature_encoding()
      • get_optimized_parameters()
      • load_data()
      • mo_model_training()
      • model_training()
      • predict_next_parameters()
      • stringify_parameters_objectives()
      • write_data_to_training()
    • amlro.pareto module
      • calculate_frontier_depth()
      • get_ranked_pareto_fronts()
      • identify_pareto_front()
      • is_dominated_by_any()
      • is_pareto_dominant()
      • select_batch_from_ranked_fronts()
    • amlro.sampling_methods module
      • feature_scaling()
      • latin_hypercube_sampling()
      • random_sampling()
      • sobol_sequnce_sampling()
    • amlro.validations module
      • validate_optimizer_config()
      • validate_reaction_scope_config()
    • Module contents
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