Details zum E-Book

Managing Data Science. Effective strategies to manage data science projects and build a sustainable team

Managing Data Science. Effective strategies to manage data science projects and build a sustainable team

Kirill Dubovikov

E-book
Data science and machine learning can transform any organization and unlock new opportunities. However, employing the right management strategies is crucial to guide the solution from prototype to production. Traditional approaches often fail as they don't entirely meet the conditions and requirements necessary for current data science projects. In this book, you'll explore the right approach to data science project management, along with useful tips and best practices to guide you along the way.

After understanding the practical applications of data science and artificial intelligence, you'll see how to incorporate them into your solutions. Next, you will go through the data science project life cycle, explore the common pitfalls encountered at each step, and learn how to avoid them. Any data science project requires a skilled team, and this book will offer the right advice for hiring and growing a data science team for your organization. Later, you'll be shown how to efficiently manage and improve your data science projects through the use of DevOps and ModelOps.

By the end of this book, you will be well versed with various data science solutions and have gained practical insights into tackling the different challenges that you'll encounter on a daily basis.
  • 1. What You Can Do with Data Science
  • 2. Testing Your Models
  • 3. Understanding AI
  • 4. An ideal Data Science team
  • 5. Conducting Data Science Interviews
  • 6. Building Your Data Science Team
  • 7. Managing Innovation
  • 8. Managing Data Science Projects
  • 9. Common Pitfalls of Data Science Projects
  • 10. Creating Products and Improving Reusability
  • 11. Implementing ModelOps
  • 12. Building your Technology Stack
  • 13. Conclusion
  • Titel: Managing Data Science. Effective strategies to manage data science projects and build a sustainable team
  • Autor: Kirill Dubovikov
  • Originaler Titel: Managing Data Science. Effective strategies to manage data science projects and build a sustainable team
  • ISBN: 9781838824563, 9781838824563
  • Veröffentlichungsdatum: 2019-11-12
  • Format: E-book
  • Artikelkennung: e_2ayo
  • Verleger: Packt Publishing