Building an Effective Data Science Practice: A Framework to Bootstrap and Manage a Successful Data Science Practice

Raina, Vineet, Krishnamurthy, Srinath

Building an Effective Data Science Practice: A Framework to Bootstrap and Manage a Successful Data Science Practice
  • 出版商: Apress
  • 出版日期: 2021-12-09
  • 售價: $2,060
  • 貴賓價: 9.5 折 $1,957
  • 語言: 英文
  • 頁數: 396
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1484274180
  • ISBN-13: 9781484274187
  • 相關分類: Bootstrap、Data Science

    • 海外代購書籍(需單獨結帳)

商品描述

Part One: Fundamentals

1. Introduction: The Data Science Process

2. Data Science and your business

3. Monks vs. Cowboys: Data Science Cultures

Part Two: Classes of Problems

4. Classification

5. Regression

6. Natural Language Processing

7. Clustering

8. Anomaly Detection

9. Recommendations

10. Computer Vision

11. Sequential Decision Making

Part Three: Techniques & Technologies

12. Overview

13. Data Capture

14. Data Preparation

15. Data Visualization

16. Machine Learning

17. Inference

18. Other tools and services

19. Reference Architecture

20. Monks vs. Cowboys: Praxis

Part Four: Building Teams and Executing Projects

21. The Skills Framework

22. Building and structuring the team

23. Data Science Projects

Appendix FAQs

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