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Agile Machine Learning with DataRobot: Automate each step of the machine learning life cycle, from understanding problems to delivering value - Softcover
- PublisherPackt Publishing
- Publication date2022
- ISBN 10 1801076804
- ISBN 13 9781801076807
- BindingPaperback
- LanguageEnglish
- Number of pages344
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Agile Machine Learning with DataRobot: Automate each step of the machine learning life cycle, from understanding problems to delivering value
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Agile Machine Learning with DataRobot: Automate each step of the machine learning life cycle, from understanding problems to delivering value
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Agile Machine Learning with DataRobot
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Agile Machine Learning with DataRobot
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Agile Machine Learning with DataRobot: Automate each step of the machine learning life cycle, from preparing data to delivering value
Published by
Packt Publishing Limited, 2022
ISBN 10: 1801076804
ISBN 13: 9781801076807
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Agile Machine Learning with DataRobot
Published by
Packt Publishing, Limited, 2022
ISBN 10: 1801076804
ISBN 13: 9781801076807
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Softcover
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Agile Machine Learning with DataRobot : Automate each step of the machine learning life cycle, from understanding problems to delivering value
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - 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. Seller Inventory # 9781801076807
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Agile Machine Learning with DataRobot
Print on DemandSeller: moluna, Greven, Germany
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. This book can help you rapidly explore and build a broader range of machine learning models using DataRobot s capabilities. You ll learn how to deploy ML models and operationalize and monitor their performance using practical examples. Data science experts . Seller Inventory # 596936120
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