Book Image

Agile Machine Learning with DataRobot

By : Bipin Chadha, Sylvester Juwe
Book Image

Agile Machine Learning with DataRobot

By: Bipin Chadha, Sylvester Juwe

Overview of this book

DataRobot enables data science teams to become more efficient and productive. This book helps you to address machine learning (ML) challenges with DataRobot's enterprise platform, enabling you to extract business value from data and rapidly create commercial impact for your organization. You'll begin by learning how to use DataRobot's features to perform data prep and cleansing tasks automatically. The book then covers best practices for building and deploying ML models, along with challenges faced while scaling them to handle complex business problems. Moving on, you'll perform exploratory data analysis (EDA) tasks to prepare your data to build ML models and ways to interpret results. You'll also discover how to analyze the model's predictions and turn them into actionable insights for business users. Next, you'll create model documentation for internal as well as compliance purposes and learn how the model gets deployed as an API. In addition, you'll find out how to operationalize and monitor the model's performance. Finally, you'll work with examples on time series forecasting, NLP, image processing, MLOps, and more using advanced DataRobot capabilities. By the end of this book, you'll have learned to use DataRobot's AutoML and MLOps features to scale ML model building by avoiding repetitive tasks and common errors.
Table of Contents (19 chapters)
1
Section 1: Foundations
5
Section 2: Full ML Life Cycle with DataRobot: Concept to Value
11
Section 3: Advanced Topics

Finding out additional information about DataRobot

There are many sources for additional information on ML, AI, and related methods. The best sources for DataRobot-related information are the following:

  • DataRobot Website: https://www.datarobot.com

    The website contains information about the platform and several resources and case studies. It also contains links to other useful sites, some of which are described next.

  • DataRobot Community Site: https://community.datarobot.com

    This is a site for the DataRobot user community. You can go to this site to connect with other users, see what information they are discussing, and ask questions.

  • DataRobot Community GitHub: https://github.com/datarobot-community

    This is a GitHub site with repositories of DataRobot-related projects. You can see many code samples and examples for a wide range of DataRobot-related tasks. Here, you will find Python scripts and notebooks as well as samples in many other languages. This is a great place to...