Managing Data Science

eBook Details:

• Paperback: 290 pages
• Publisher: WOW! eBook (November 12, 2019)
• Language: English
• ISBN-10: 1838826327
• ISBN-13: 978-1838826321

eBook Description:

Managing Data Science: Understand the concepts and methodologies to manage and deliver top-notch Data Science solutions for your organization

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.

• Understand the underlying problems of building a strong data science pipeline
• Explore the different tools for building and deploying data science solutions
• Hire, grow, and sustain a data science team
• Manage data science projects through all stages, from prototype to production
• Learn how to use ModelOps to improve your data science pipelines
• Get up to speed with the model testing techniques used in both development and production stages

By the end of this Managing Data Science 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.