Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Managing Data Science

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

Arrow left icon
Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781838826321
Length 290 pages
Edition 1st Edition
Arrow right icon
Author (1):
Arrow left icon
Kirill Dubovikov Kirill Dubovikov
Author Profile Icon Kirill Dubovikov
Kirill Dubovikov
Arrow right icon
View More author details
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

Choosing between core- and project-specific technologies

Technology choices should help with project requirement realization, but it is also crucial to take your team's expertise and capabilities into account, as well as the constraints. For example, if your team consists entirely of Python developers, choosing Julia as a primary programming language may be a bad idea, even if the team sees it as a better fit for the project:

  • All of the team members will spend time learning a new language, practically destroying all productivity gains from using the technology.
  • The team's conclusions may be over-optimistic because of their lack of experience with the new technology.

Those two risks abate if your team pursues a growth mindset and gains new knowledge continuously, but they never vanish completely.

The core expertise in your team puts limits on what technologies you can...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image