December 12 2020

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
English | 2019 | ISBN-13 : 978-1838826321 | 290 Pages | True (PDF, EPUB, MOBI) | 51.93 MB

Data science and machine learning can transform any organization and unlock new opportunities.


Understand data science concepts and methodologies to manage and deliver top-notch solutions for your organization

Key Features

Learn the basics of data science and explore its possibilities and limitations

Manage data science projects and assemble teams effectively even in the most challeg situations

Understand management principles and approaches for data science projects to streamline the innovation process

Book Description

However, employing the right management strats 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.

What you will learn

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

Who this book is for

This book is for data scientists, analysts, and program managers who want to use data science for business productivity by incorporating data science workflows efficiently. Some understanding of basic data science concepts will be useful to get the most out of this book.

Table of Contents

What You Can Do with Data Science

Testing Your Models

Understanding AI

An ideal Data Science team

Conducting Data Science Interviews

Building Your Data Science Team

Managing Innovation

Managing Data Science Projects

Common Pitfalls of Data Science Projects

Creating Products and Improving Reusability

Implementing ModelOps

Building your Technology Stack

Conclusion



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