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v0.3.36

Contents:

  • GAIuS Data Format (GDF)
    • Fields
      • strings
      • vectors
      • emotives
      • metadata
      • path
    • Example Conversions
      • CSV to GDF
      • Image to GDF
  • Tutorials
    • Quick Start: Hello, World!
      • Four API Calls
    • Create a Genome Topology for your Agent
    • Deploy an Agent
    • Connect to Your Agent
      • Use the SDK’s AgentClient
      • Or, roll your own connections
    • Interact with your Agent using String Data
      • Data Preparation
      • Observing data
        • Observe 1st Sequence
        • Learn 1st Sequence
        • Observe 2nd Sequence
        • Learn 2nd Sequence
        • Show Agent Status
      • Get Predictions
        • Observe 1st event in New Sequence
        • Get Predictions
        • Observe 2nd event in New Sequence
        • Get Predictions
    • An Emotional Machine: Emotives and Mood
  • API Reference
    • AgentClient
      • AgentClient
        • AgentClient.__init__()
        • AgentClient.add_blacklisted_symbols()
        • AgentClient.add_model()
        • AgentClient.change_genes()
        • AgentClient.clear_all_memory()
        • AgentClient.clear_target_class()
        • AgentClient.clear_wm()
        • AgentClient.connect()
        • AgentClient.delete_model()
        • AgentClient.get_all_genes()
        • AgentClient.get_cognition_data()
        • AgentClient.get_gene()
        • AgentClient.get_kbs()
        • AgentClient.get_kbs_as_json()
        • AgentClient.get_model()
        • AgentClient.get_models_with_patterns()
        • AgentClient.get_models_with_symbols()
        • AgentClient.get_name()
        • AgentClient.get_percept_data()
        • AgentClient.get_predictions()
        • AgentClient.get_symbol()
        • AgentClient.get_time()
        • AgentClient.get_vector()
        • AgentClient.get_wm()
        • AgentClient.increment_recall_threshold()
        • AgentClient.investigate()
        • AgentClient.investigate_record()
        • AgentClient.learn()
        • AgentClient.list_blacklisted_symbols()
        • AgentClient.load_kbs_from_json()
        • AgentClient.observe()
        • AgentClient.observe_classification()
        • AgentClient.ping()
        • AgentClient.put_kbs()
        • AgentClient.receive_unique_ids()
        • AgentClient.remove_blacklisted_symbols()
        • AgentClient.remove_patterns_from_system()
        • AgentClient.remove_symbols_from_system()
        • AgentClient.resolve_model()
        • AgentClient.set_ingress_nodes()
        • AgentClient.set_query_nodes()
        • AgentClient.set_summarize_for_single_node()
        • AgentClient.set_target_class()
        • AgentClient.set_timeout()
        • AgentClient.show_status()
        • AgentClient.start_autolearning()
        • AgentClient.start_predicting()
        • AgentClient.start_sleeping()
        • AgentClient.stop_autolearning()
        • AgentClient.stop_predicting()
        • AgentClient.stop_sleeping()
        • AgentClient.update_model()
    • Genome
      • Genome
        • Genome.__init__()
        • Genome.change_genes()
        • Genome.display()
        • Genome.get_actions()
        • Genome.get_manipulative_map()
        • Genome.get_nodes()
        • Genome.get_primitive_map()
    • KB Ops
      • get_kb_subset()
      • get_models_containing_symbol()
      • get_models_containing_symbol_strict()
      • list_models()
      • list_symbols()
      • recursive_delete_model()
      • recursive_update_model()
    • Data Ops
      • Data
        • Data
          • Data.__init__()
          • Data.prep()
      • DataRecords
        • DataRecords
          • DataRecords.__init__()
      • data_ops module
        • atoi()
        • natural_keys()
        • raw_in_count()
        • validate_data()
    • Utilities
      • abstract_names()
      • create_gdf()
      • log_progress()
      • merge_gdfs()
      • retrieve_bottom_level_records()
      • write_gdf_to_file()
    • Performance Validation Testing
      • Performance Validation Test
        • PerformanceValidationTest
          • PerformanceValidationTest.__init__()
          • PerformanceValidationTest.compute_incidental_probabilities()
          • PerformanceValidationTest.conduct_pvt()
          • PerformanceValidationTest.get_classification_metrics()
          • PerformanceValidationTest.get_emotives_polarity_metrics()
          • PerformanceValidationTest.get_emotives_value_metrics()
          • PerformanceValidationTest.sum_sequence_emotives()
          • PerformanceValidationTest.test_agent()
          • PerformanceValidationTest.train_agent()
          • PerformanceValidationTest.update_test_results_w_hive_classification_metrics()
          • PerformanceValidationTest.update_test_results_w_hive_emotives_polarity_metrics()
          • PerformanceValidationTest.update_test_results_w_hive_emotives_value_metrics()
      • MongoData
        • MongoData
          • MongoData.__init__()
          • MongoData.convertBinaryStringtoSequence()
          • MongoData.delete_dataset()
          • MongoData.getSequence()
          • MongoData.prep()
          • MongoData.retrieveDataRecord()
          • MongoData.setIterMode()
          • MongoData.upload_dataset()
      • MongoDataRecords
        • MongoDataRecords
          • MongoDataRecords.__init__()
      • MongoResults
        • MongoResults
          • MongoResults.__init__()
          • MongoResults.addLogRecord()
          • MongoResults.deleteResults()
          • MongoResults.reset()
          • MongoResults.retrieveResults()
          • MongoResults.saveResults()
      • PVT Utils
        • classification_metrics_builder()
        • emotives_polarity_metrics_builder()
        • emotives_value_metrics_builder()
        • init_emotive_on_node()
        • is_notebook()
        • make_modeled_emotives_()
        • model_per_emotive_()
        • plot_confusion_matrix()
        • retrieve_emotive_val()
    • AgentManager
      • AgentManager
        • AgentManager.__init__()
        • AgentManager.delete_agent()
        • AgentManager.delete_genome()
        • AgentManager.get_all_agent_status()
        • AgentManager.get_genome()
        • AgentManager.kill_all_agents()
        • AgentManager.list_genomes()
        • AgentManager.remediate_dead_agents()
        • AgentManager.start_agent()
        • AgentManager.update_current_agents()
    • Prediction Models
      • average_emotives()
      • bucket_predictions()
      • hive_model_classification()
      • hive_model_emotives()
      • make_modeled_emotives()
      • model_per_emotive()
      • prediction_ensemble_model_classification()
      • principal_delta()
    • ia.gaius package
      • Subpackages
        • ia.gaius.tests package
          • Submodules
          • ia.gaius.tests.classification module
            • Tester
              • Tester.next_test_prep()
              • Tester.test()
              • Tester.train()
          • ia.gaius.tests.utility module
            • Tester
              • Tester.next_test_prep()
              • Tester.test()
              • Tester.train()
          • Module contents
        • Submodules
        • ia.gaius.back_testing module
          • BackTest
            • BackTest.run()
          • classification_report()
          • fidelity_charts()
          • get_class_distribution()
          • plot_class_distributions()
          • predictor_operator_characteristic()
        • ia.gaius.data_language module
  • Examples
    • Agent Setup
    • Changing Genes
    • Basic PVT Setup and Example
      • Iris Dataset Training
    • MNIST Testing
  • Cognitive Processor Genes
    • recall_threshold
    • max_predictions
    • SORT
    • auto_learn_algorithm
    • auto_learn_metric
    • classifier
    • max_sequence_length
    • near_vector_count
    • persistence
    • predict_on_nth_event
    • prediction_sort_metric
    • prediction_threshold
    • prediction_threshold_direction
    • prediction_threshold_metric
    • wm_resolution
  • GAIuS RESTful API
    • Four Core API Calls
    • Helper Functionality
    • Miscellaneous Endpoints
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