Agile Machine Learning with DataRobot [ebook]
Agile Machine Learning with DataRobot
Language - English
Updated on Mar, 2025
About the Book
Book description
Leverage DataRobot's enterprise AI platform and automated decision intelligence to extract business value from data
Key Features
- Get well-versed with DataRobot features using real-world examples
- Use this all-in-one platform to build, monitor, and deploy ML models for handling the entire production life cycle
- Make use of advanced DataRobot capabilities to programmatically build and deploy a large number of ML models
Book Description
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.
What you will learn
- Understand and solve business problems using DataRobot
- Use DataRobot to prepare your data and perform various data analysis tasks to start building models
- Develop robust ML models and assess their results correctly before deployment
- Explore various DataRobot functions and outputs to help you understand the models and select the one that best solves the business problem
- Analyze a model's predictions and turn them into actionable insights for business users
- Understand how DataRobot helps in governing, deploying, and maintaining ML models
Who this book is for
This book is for data scientists, data analysts, and data enthusiasts looking for a practical guide to building and deploying robust machine learning models using DataRobot. Experienced data scientists will also find this book helpful for rapidly exploring, building, and deploying a broader range of models. The book assumes a basic understanding of machine learning.
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Author Details

<a href="https://market.tutorialspoint.com/author/sylvester_juwe">Sylvester Juwe</a>
Packt are an established, trusted, and innovative global technical learning publisher, founded in Birmingham, UK with over eighteen years experience delivering rich premium content from ground-breaking authors and lecturers on a wide range of emerging and established technologies for professional development.
Packt’s purpose is to help technology professionals advance their knowledge and support the growth of new technologies by publishing vital user focused knowledge-based content faster than any other tech publisher, with a growing library of over 9,000 titles, in book, e-book, audio and video learning formats, our multimedia content is valued as a vital learning tool and offers exceptional support for the development of technology knowledge.
We publish on topics that are at the very cutting edge of technology, helping IT professionals learn about the newest tools and frameworks in a way that suits them.
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