Babushkin, Valerii <br/><br/>
Machine learning system design:  with end-to-end examples 

 - Shelter Island  Manning Publications  2025 
 - xx, 351 p. 
<br/><br/> From information gathering to release and maintenance, Machine Learning System Design guides you step-by-step through every stage of the machine learning process. Inside, you’ll find a reliable framework for building, maintaining, and improving machine learning systems at any scale or complexity.<br/><br/>In Machine Learning System Design: With end-to-end examples you will learn:<br/><br/>The big picture of machine learning system design<br/>Analyzing a problem space to identify the optimal ML solution<br/>Ace ML system design interviews<br/>Selecting appropriate metrics and evaluation criteria<br/>Prioritizing tasks at different stages of ML system design<br/>Solving dataset-related problems with data gathering, error analysis, and feature engineering<br/>Recognizing common pitfalls in ML system development<br/>Designing ML systems to be lean, maintainable, and extensible over time<br/><br/>(https://www.manning.com/books/machine-learning-system-design) 
<br/><br/><label>ISBN: </label>9781633438750 
<br/><br/><label>Subjects--Topical Terms: </label><br/>Data science<br/>Smart technology collection<br/>Big data<br/>Business analytics
<br/><br/><label>Dewey Class. No.: </label>006.31  / BAB