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· 제목 : Elements of Data Science, Machine Learning, and Artificial Intelligence Using R (Hardcover, 2023)
· 분류 : 외국도서 > 기술공학 > 기술공학 > 텔레커뮤니케이션
· ISBN : 9783031133381
· 쪽수 : 300쪽
· 출판일 : 2023-10-04
· 분류 : 외국도서 > 기술공학 > 기술공학 > 텔레커뮤니케이션
· ISBN : 9783031133381
· 쪽수 : 300쪽
· 출판일 : 2023-10-04
목차
1. Introduction
2. Introduction to learning from data
3. Part 1: General topics
4. Prediction models
5. Error measures
6. Resampling
7. Data types
8. Part 2: Core methods
9. Maximum Likelihood & Bayesian analysis
10. Clustering
11. Dimension Reduction
12. Classification
13. Hypothesis testing
14. Linear Regression
15. Model Selection
16. Part 3: Advanced topics
17. Regularization
18. Deep neural networks
19. Multiple hypothesis testing
20. Survival analysis
21. Generalization error
22. Theoretical foundations
23. Conclusion.
