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Managing Data Science

You're reading from   Managing Data Science Effective strategies to manage data science projects and build a sustainable team

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Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781838826321
Length 290 pages
Edition 1st Edition
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Author (1):
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Kirill Dubovikov Kirill Dubovikov
Author Profile Icon Kirill Dubovikov
Kirill Dubovikov
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Toc

Table of Contents (18) Chapters Close

1. Section 1: What is Data Science? FREE CHAPTER
2. What You Can Do with Data Science 3. Testing Your Models 4. Understanding AI 5. Section 2: Building and Sustaining a Team
6. An Ideal Data Science Team 7. Conducting Data Science Interviews 8. Building Your Data Science Team 9. Section 3: Managing Various Data Science Projects
10. Managing Innovation 11. Managing Data Science Projects 12. Common Pitfalls of Data Science Projects 13. Creating Products and Improving Reusability 14. Section 4: Creating a Development Infrastructure
15. Implementing ModelOps 16. Building Your Technology Stack 17. Conclusion 18. Other Books You May Enjoy

Section 3: Managing Various Data Science Projects

Once you and your team start to build the project, you may realize that it requires effective management strategies. Can you use traditional software development methodologies for data science projects? What caveats do you have to look for? What processes should you use to manage development iterations? How can you sustain a balance between research and implementation? How should you deal with situations of extreme uncertainty?

This section contains the following chapters:

  • Chapter 7, Managing Innovation
  • Chapter 8, Managing Data Science Projects
  • Chapter 9, Common Pitfalls of Data Science Projects
  • Chapter 10, Creating Products and Improving Reusability
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