AutonoML: Towards an Integrated Framework for Autonomous Machine Learning
Author:   David Jacob Kedziora ,  Katarzyna Musial ,  Bogdan Gabrys
Publisher:   now publishers Inc
ISBN:  

9781638283164


Pages:   194
Publication Date:   21 February 2024
Format:   Paperback
Availability:   In Print   Availability explained
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AutonoML: Towards an Integrated Framework for Autonomous Machine Learning


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Author:   David Jacob Kedziora ,  Katarzyna Musial ,  Bogdan Gabrys
Publisher:   now publishers Inc
Imprint:   now publishers Inc
Weight:   0.281kg
ISBN:  

9781638283164


ISBN 10:   1638283168
Pages:   194
Publication Date:   21 February 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1. Introduction 2. Machine Learning Basics 3. Algorithm Selection and Hyperparameter Optimisation 4. Multi-component Pipelines 5. Neural Architecture Search 6. Automated Feature Engineering 7. Meta-knowledge 8. Ensembles and Bundled Pipelines 9. Persistence and Adaptation 10. Definitions of Model Quality 11. Resource Management 12. User Interactivity 13. Towards General Applicability 14. Discussion 15. Conclusions References

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