MARC状态：已编 文献类型：西文图书 浏览次数：1056
- 题名/责任者:
- Practical AI for business leaders, product managers, and entrepreneurs / Alfred Essa and Shirin Mojarad.
- 出版发行项:
- Berlin : De Gruyter, 2022.
- ISBN:
- 9781501514647
- ISBN:
- 1501514644
- 载体形态项:
- xvii, 221 pages : illustrations (some colour) ; 24 cm.
- 其他载体形态:
- ebook version : 9781501505843
- 丛编说明:
- Business and economics
- 个人责任者:
- Essa, Alfred, author.
- 附加个人名称:
- Mojarad, Shirin, author.
- 论题主题:
- Business enterprises-Data processing.
- 论题主题:
- Artificial intelligence.
- 论题主题:
- Business enterprises-Technological innovations.
- 中图法分类号:
- F272.7
- 内容附注:
- 1. Preface -- Part I: Machine learning I -- 2. Simple linear regression -- concept -- 3. Simple linear regression -- theory -- 4. Simple linear regression -- practice -- 5. K-Nearest neighbors (KNN) -- comcept -- 6. K-Nearest neighbors (KNN) -- theory -- 7. K-Nearest neighbors (KNN) -- practice -- Part II: Model assessment -- 8. Model assessment -- bias-variance tradeoff -- 9. Model assessment -- regression -- 10. Model assessment -- classification -- Part III: Machine learning II -- 11. Multiple linear regression -- concept -- 12. Multiple linear regression -- theory -- 13. Multiple linear regression -- practice -- 14. Logistic regression -- concept -- 15. Logistic regression -- theory -- 16. Logistic regression -- practice -- 17. K-Means -- concept -- 18. K-Means -- theory -- 19. K-Means -- practice -- Part IV: Deep learning -- 20. Deep learning -- bird's eye view -- 21. Neurons -- 22. Neurons -- practice -- 23. Network architecture -- 24. Network architecture -- practice -- 25. Forward progpagation -- 26. Forward propagation -- practice -- 27. Loss function -- 28. Loss function -- practice -- 29. Backward propagation -- 30. Backward propagation -- practice -- 31. Deep learning -- practice.
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