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· 제목 : A Brief Introduction to Machine Learning for Engineers (Paperback)
· 분류 : 외국도서 > 기술공학 > 기술공학 > 신호/신호처리
· ISBN : 9781680834727
· 쪽수 : 250쪽
· 분류 : 외국도서 > 기술공학 > 기술공학 > 신호/신호처리
· ISBN : 9781680834727
· 쪽수 : 250쪽
목차
- I. Basics
- 1. Introduction
- 2. A Gentle Introduction through Linear Regression
- 3. Probabilistic Models for Learning
- II. Supervised Learning
- 4. Classification
- 5. Statistical Learning Theory
- III. Unsupervised Learning
- 6. Unsupervised Learning
- IV. Advanced Modelling and Inference
- 7. Probabilistic Graphical Models
- 8. Approximate Inference and Learning
- V. Conclusions
- 9. Concluding Remarks
- Appendices
- Acknowledgements
- References
