bokomslag Metalearning
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Andra format:

  • 360 sidor
  • 2022
Introduction.- Part I, Basic Architecture of Metalearning and AutoML Systems.- Metalearning Approaches for Algorithm Selection I.- Evaluating Recommendations of Metalearning / AutoML Systems.- Metalearning Approaches for Algorithm Selection II.- Automating Machine Learning (AutoML) and Algorithm Configuration.- Dataset Characteristics (Metafeatures).- Automating the Workflow / Pipeline Design.- Part II, Extending the Architecture of Metalearning and AutoML Systems.- Setting Up Configuration Spaces and Experiments.- Using Metalearning in the Construction of Ensembles.- Algorithm Recommendation for Data Streams.- Transfer of Metamodels Across Tasks.- Automating Data Science.- Automating the Design of Complex Systems.- Repositories of Experimental Results (OpenML).- Learning from Metadata in Repositories.
  • Författare: Pavel Brazdil, Jan N Van Rijn, Carlos Soares
  • Format: Pocket/Paperback
  • ISBN: 9783030670269
  • Språk: Engelska
  • Antal sidor: 360
  • Utgivningsdatum: 2022-05-21
  • Förlag: Springer