Baig M Optimizing AI and Machine Learning Solutions Your ultimate guide 2024
General:
Name: Baig M Optimizing AI and Machine Learning Solutions Your ultimate guide 2024
Format: pdf
Size: 61.62 MB
Book:
Title: 718907176
Author: Unknown
Language: angielski
Year: 2024
Subjects: Computers, Science & Technology, Engineering, Technology, Artificial Intelligence (AI), Robotics & Artificial Intelligence, Natural Language Processing & Speech Recognition/Synthesis
Publisher: Bpb Publications
ISBN: 9789355519818
Total pages: 1033
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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