Information science Machine learning system design

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Information Science
This book explains machine learning system design (design) from a practical point of view in business! This book explains the design and operation of machine learning systems as a business. Based on the extensive experience and knowledge of the author who works at the forefront of machine learning, this book clarifies the basic principles for designing and building end-to-end machine learning systems. Through actual case studies, you will understand how to process training data, how to use features, how often to retrain the model, what to monitor … How these design decisions contribute to the overall objectives of the system. You can learn from this book a comprehensive approach to designing machine learning systems with the reliability, scalability, maintainability, and adaptability to changing business requirements needed to successfully implement machine learning projects.