DeepSeek AI：企业级实施全面指南.pdf

1、DeepSeek AIA comprehensive guide for enterpriseimplementationDr.Utpal ChakrabortyAI&Quantum Scientist,Gartner Peer Ambassador(Data,Analytics&AI)First Edition 2025Copyright BPB Publications,IndiaISBN:978-93-65895-537All Rights Reserved.No part of this publication may be reproduced,distributed or tran

2、smitted in any form or by any means or stored in adatabase or retrieval system,without the prior written permission of thepublisher with the exception to the program listings which may be entered,stored and executed in a computer system,but they can not be reproducedby the means of publication,photo

3、copy,recording,or by any electronicand mechanical means.LIMITS OF LIABILITY AND DISCLAIMER OF WARRANTYThe information contained in this book is true to correct and the best ofauthors and publishers knowledge.The author has made every effort toensure the accuracy of these publications,but publisher c

4、annot be heldresponsible for any loss or damage arising from any information in thisbook.All trademarks referred to in the book are acknowledged as properties oftheir respective owners but BPB Publications cannot guarantee theaccuracy of this About the AuthorDr.Utpal Chakraborty is an eminent Data a

5、nd Quantum Scientist and aresearcher.With over two decades of experience,he currently serves as theChief Technology Officer at IndiqAI(previously known as IntellAI).His contributions have been recognized on several platforms,withaccolades such as Gartner Ambassador 2023-24-25(AI,Data&Analytics),AI G

6、lobal Ambassador 2022-23-24,and Top 20 AIInfluencers.He has also been recognized as an AI Champion of India,Global AI Innovation Award 2024,Top 10 Chief Digital Officers in2022,and Top 15 Generative AI Experts.Before joining IndiqAI,Dr.Chakraborty held important positions atmultiple MNCs,including L

7、arsen&Toubro(L&T)Infotech,IBM,andCapgemini.His past roles include heading the artificial intelligencedivision at YES BANK and serving as the Chief Digital Officer at AlliedDigital Services Ltd.In addition to his corporate roles,Dr.Chakraborty is a recognized TEDxspeaker and the author of seven best-

8、selling books on artificialintelligence,quantum computing,Web3,and the metaverse.He regularlyshares his expertise at conferences around the world and has alsopublished over 300 technical articles on artificial intelligence,machinelearning,and quantum computing.Dr.Chakraborty has played a key role in

9、 promoting and educating aboutadvanced technologies like AI and quantum computing in India.Over thelast 15 years,he has given lectures at more than 600 schools,colleges,and universities to increase AI literacy among students and encourageits adoption.His efforts have significantly contributed to the

10、 widespreaduse of AI in Indian industries and start-ups.He has also led the way indemonstrating how AI can be used to create smarter Fintech solutions,benefitting the economy and promoting sustainable and inclusive financein India.AcknowledgementI would like to express my heartfelt gratitude to my p

11、arents for theirendless support,to my spouse for her love and encouragement,and to myson for bringing joy and purpose into my life.Your presence and supporthave made all the difference.PrefaceThe field of artificial intelligence(AI)has undergone a remarkabletransformation over the years,with each br

12、eakthrough unlocking newpossibilities for intelligent machines.As we stand on the brink of anexciting new era,the emergence of DeepSeek promises to be a definingmoment in the evolution of AI.This advanced AI model is poised to pushthe boundaries of whats possible,overcoming the limitations of previo

13、ussystems and redefining the future of intelligent machines in ways we haveyet to fully comprehend.This book embarks on an in-depth exploration of DeepSeekan AI modelthat goes beyond incremental improvements.It aims to chart a course forthe future of intelligent systems,one that offers greater effic

14、iency,adaptability,and versatility across multiple domains.The journey throughthis book will not only cover the technical milestones of DeepSeeksdevelopment but also provide a deep dive into its potential to revolutionizeindustries and society.In the opening chapters,we will trace the evolution of A

15、I from its earlystages,starting with foundational models such as the transformerarchitecture and the advent of GPT.We will examine how theseinnovations laid the groundwork for the sophisticated AI systems thatfollowed,ultimately giving rise to DeepSeek.The progress of AI ismarked by continuous leaps

16、 forward,and through careful analysis,we willuncover the specific technical breakthroughs that distinguish DeepSeekfrom its predecessors.These advancements position DeepSeek not just asanother AI model,but as a foundation for future AI systems with far-reaching capabilities.The subsequent chapters will provide a comprehensive breakdown of howDeepSeek functions,focusing on its cutting-edge layered architecture andnovel attention mechanisms.We will explore how these innovationsenable DeepSeek to o