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You're reading from  The Machine Learning Solutions Architect Handbook - Second Edition

Product typeBook
Published inApr 2024
PublisherPackt
ISBN-139781805122500
Edition2nd Edition
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Author (1)
David Ping
David Ping
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David Ping

David Ping is an accomplished author and industry expert with over 28 years of experience in the field of data science and technology. He currently serves as the leader of a team of highly skilled data scientists and AI/ML solutions architects at AWS. In this role, he assists organizations worldwide in designing and implementing impactful AI/ML solutions to drive business success. David's extensive expertise spans a range of technical domains, including data science, ML solution and platform design, data management, AI risk, and AI governance. Prior to joining AWS, David held positions in renowned organizations such as JPMorgan, Credit Suisse, and Intel Corporation, where he contributed to the advancements of science and technology through engineering and leadership roles. With his wealth of experience and diverse skill set, David brings a unique perspective and invaluable insights to the field of AI/ML.
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Index

Symbols

8-layer multi-layer perceptron (MLP) network 306

A

accuracy score 7

Active Directory service 190

Adam optimizer 141, 143

adaptation and customization, generative AI project lifecycle 475

domain adaption pre-training 475, 476

fine-tuning 476

instruction fine-tuning 477-479

parameter-efficient fine-tuning 479, 480

prompt engineering 482, 483

reinforcement learning, from human feedback 480-482

adaptive detection and recognition framework (ADAF) 44

advanced driver assistance systems (ADAS) 46

advanced RAG patterns 509

retrieval pipelines, for enhancement 510

adversarial attack 402

evasion attack 404

generative AI models attack 409

adversarial attack defense 409

classifier-based method 411

detector-based method 410

robustness-based methods 410

statistic-based detector 411

threshold-based detector 411

adversarial prompting 487

jailbreaking 488

prompt injection 487...

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The Machine Learning Solutions Architect Handbook - Second Edition
Published in: Apr 2024Publisher: PacktISBN-13: 9781805122500
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Author (1)

author image
David Ping

David Ping is an accomplished author and industry expert with over 28 years of experience in the field of data science and technology. He currently serves as the leader of a team of highly skilled data scientists and AI/ML solutions architects at AWS. In this role, he assists organizations worldwide in designing and implementing impactful AI/ML solutions to drive business success. David's extensive expertise spans a range of technical domains, including data science, ML solution and platform design, data management, AI risk, and AI governance. Prior to joining AWS, David held positions in renowned organizations such as JPMorgan, Credit Suisse, and Intel Corporation, where he contributed to the advancements of science and technology through engineering and leadership roles. With his wealth of experience and diverse skill set, David brings a unique perspective and invaluable insights to the field of AI/ML.
Read more about David Ping