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Basic Usage

  • Transformers

    • Basic examples of encoding data to binary patterns
    • ScalarTransformer, DiscreteTransformer, PersistenceTransformer, HypergridTransformer
  • PatternClassifier

    • Basic setup, template setup, sklearn-style wrapper
  • PatternPooler

    • Basic setup
  • ContextLearner

    • Basic setup
  • SequenceLearner

    • Batch learning anomaly detection
    • Online learning anomaly detection
    • Save and load trained model
    • Template
    • Next-step prediction
    • Multivariate
      • Concatenation of encodings
      • Vector encoding with HGT
      • Hierarchy of SequenceLearners
  • Experiments

    • Classifier comparison with sklearn
    • Dataset generation
    • Sequence event classification
    • Hypergrid transform visuals
    • Image classification
    • Scalability tests
    • Anomaly detection tests