Soppin Shashidhar - Essentials of Deep Learning and AI
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Deep Learning and
AI
Autoencoders, Feature Engineering and
Time Series Analysis with TensorFlow,
Keras, and scikit-learn
www.bpbonline.com
FIRST EDITION 2022
Copyright BPB Publications, India
ISBN: 978-93-91030-353
All Rights Reserved. No part of this publication may be reproduced, distributed or transmitted in any form or by any means or stored in a database or retrieval system, without the prior written permission of the publisher with the exception to the program listings which may be entered, stored and executed in a computer system, but they can not be reproduced by the means of publication, photocopy, recording, or by any electronic and mechanical means.
LIMITS OF LIABILITY AND DISCLAIMER OF WARRANTY
The information contained in this book is true to correct and the best of authors and publishers knowledge. The author has made every effort to ensure the accuracy of these publications, but publisher cannot be held responsible for any loss or damage arising from any information in this book.
All trademarks referred to in the book are acknowledged as properties of their respective owners but BPB Publications cannot guarantee the accuracy of this information.
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Machine learning (ML) and artificial intelligence (AI) are revolutionizing almost every aspect of the business. From self-driven cars to predicting inventory to diagnosing cancer, AI is set to impact nearly every domain and industry vertical.
While it is evident that AI is the most important technology of our times, there is not enough talent in the market. It is partly due to the complexity involved in learning and mastering the concepts of ML and AI. Many budding professionals and existing software developers aspiring to become AI engineers are often overwhelmed by the breadth and depth of the available tools and technologies.
This book, Essentials of Deep Learning and AI, by Shashidhar Soppin, Dr. Manjunath Ramachandra, and B N Chandrashekar, takes a unique approach in introducing the fundamental concepts of AI and ML. It will appeal to novices and experienced ML engineers due to the breadth and depth of the topics covered. Its one of the most comprehensive books on AI available in the market.
What I like about this book is the balance it strikes between the theoretical and practical aspects of AI. It doesnt intimidate those whose background is not mathematics or statistics. It also has the right balance between classical machine learning and deep learning, current and emerging techniques of AI. It is relevant to developers, business managers, technology decision-makers, and IT leaders.
The book has all the attributes to become an authoritative guide or textbook for teaching and learning ML and AI. Each chapter has a summary that acts as a quick reference. The multiple-choice questions at the end of each chapter enable the readers to assess themselves.
If you want to learn everything from the evolution of AI to advanced concepts such as ensemble methods and model optimization, look no further. This book has it all.
Mr Janakiram MSV
All the "Covid Warriors" who fought the war against the pandemic and A big thank you to all the corona warriors for all the selfless service offered.
Shashidhar Soppin has two decades of experience in IT industry. At present he is working as Enterprise Architect in Zeta. Earlier, he has worked as DMTS (Distinguished Member of Technical Staff) with progressive history of defining vision, strategy, and technical roadmap, architecting solutions, recommending new approaches via technology enablement and managing large-scale & complex IT projects as part of Wipro. He has worked on, Multi-Cloud (OpenStack, Azure/AWS), Cloud Native Technologies, AIX-OS, HCI (Hyper Converged Infra), Docker Containers and Kubernetes for microservices-based architectures and in Virtualization domains. His areas of interest include AI/ML, Deep Learning and IoT. He has several granted and filed patents on various technologies on his name. He is an avid Author for the OSFY Magazine, Written Articles on Micro-services and Kubernetes, Docker, OpenStack, Storage, Node Red, ML & DL to name few {https://opensourceforu.com/author/shashidharsoppin/}. He has also written articles for Medium.com and Research-gate and also a blogger for Linux-techi. He has presented papers in conferences and panel speaker in industry forums. He has worked for various organizations including IBM-ISL, Ness Technologies before joining Wipro. He got certified from Great Learning Institute on Deep Learning Technology, Deep Learning Specialization from Coursera and has various Cloud certifications.
linkedin.com/in/shashidhar-soppin-8264282
https://www.linuxtechi.com/author/shashidhar/
Dr. Manjunath Ramachandra has a blend of experience over twenty five years in the verticals of Healthcare, Telecom and consumer electronics spanning the technologies such as signal & Image processing, Artificial intelligence, cloud computing, IoT, wireless communication and quantum computing. He worked for the companies such as Tata Consultancy Services, Royal Philips and was placed in Wipro Limited as principal consultant. He has filed about 90 patents, authored 210 Research papers in international conferences and journals and a book. He was a member of the embedded systems special interest group at NASSCOM. He represented the industry in international standardization bodies such as Wi-Fi Alliance, served as the editor for the regional profiles standard in Digital living network alliance (DLNA) and as the industry liaison officer for the CE-Linux Forum. He has delivered over 24 keynote speeches and conducted over 21 workshop and tutorial sessions. He figures in Marquis Whos Who 2008 & 2000 outstanding intellectuals of the 21st century, International Biographical Center, UK. His areas of interest include Deep Learning/ Artificial intelligence, Signal & Image processing and wireless communications.
B N Chandrashekar, a principal consultant by designation is a veteran of Wipro Technologies Limited and has industry experience of around 20 years. He is a post graduate from Indian Institute of Science and has toned his credibility by owning and getting moulded in the roles of Researcher, Data Science Consultant, Technical Director and Full Stack AI Consultant. He has handled multiple cross-domain projects starting from infrastructure setup to scoping, development, delivery and with support and maintenance. He has work experience in cutting edge technologies and adapts to any new technology in a short time. He has experience in writing proposals, hands-on in multiple high-level programming and scripting languages. He has contributed to programs and tools to open source, co-authored journals and conference papers. He has co-authored publications to online portals like
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