Optimizing AI and Machine Learning Solutions by Mirza Rahim Baig Paperback English
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------------------------------ Book details ------------------------------ Author: Mirza Rahim Baig Title: Optimizing AI and Machine Learning Solutions Format: Paperback Language: English Publisher: BPB Publications Publication year: 2024 ISBN-13: 9789355519818 ISBN-10: 9355519818
------------------------------ Description ------------------------------ This book approaches data science solution building using a principled framework and case studies with extensive hands-on guidance. It will teach the readers optimization at each step, whether it is problem formulation or hyperparameter tuning for deep learning models. This book keeps the reader pragmatic and guides them toward practical solutions by discussing the essential ML concepts, including problem formulation, data preparation, and evaluation techniques. Further, the reader will be able to learn how to apply model optimization with advanced algorithms, hyperparameter tuning, and strategies against overfitting. They will also benefit from deep learning by optimizing models for image processing, natural language processing, and specialized applications. The reader can put theory into practice with hands-on case studies and code examples, reinforcing their understanding.
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