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· 제목 : Autonoml: Towards an Integrated Framework for Autonomous Machine Learning (Paperback)
· 분류 : 외국도서 > 컴퓨터 > 기계이론
· ISBN : 9781638283164
· 쪽수 : 194쪽
· 출판일 : 2024-02-21
· 분류 : 외국도서 > 컴퓨터 > 기계이론
· ISBN : 9781638283164
· 쪽수 : 194쪽
· 출판일 : 2024-02-21
목차
- 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
