Transformers In Action

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Transformers In Action

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Author : Nicole Koenigstein
language : en
Publisher: Simon and Schuster
Release Date : 2025-11-25

Transformers In Action written by Nicole Koenigstein and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-11-25 with Computers categories.

Understand the architecture that underpins today’s most powerful AI models. Transformers are the superpower behind large language models (LLMs) like ChatGPT, Gemini, and Claude. Transformers in Action gives you the insights, practical techniques, and extensive code samples you need to adapt pretrained transformer models to new and exciting tasks. Inside Transformers in Action you’ll learn: • How transformers and LLMs work • Modeling families and architecture variants • Efficient and specialized large language models • Adapt HuggingFace models to new tasks • Automate hyperparameter search with Ray Tune and Optuna • Optimize LLM model performance • Advanced prompting and zero/few-shot learning • Text generation with reinforcement learning • Responsible LLMs Transformers in Action takes you from the origins of transformers all the way to fine-tuning an LLM for your own projects. Author Nicole Koenigstein demonstrates the vital mathematical and theoretical background of the transformer architecture practically through executable Jupyter notebooks. You’ll discover advice on prompt engineering, as well as proven-and-tested methods for optimizing and tuning large language models. Plus, you’ll find unique coverage of AI ethics, specialized smaller models, and the decoder encoder architecture. Foreword by Luis Serrano. About the technology Transformers are the beating heart of large language models (LLMs) and other generative AI tools. These powerful neural networks use a mechanism called self-attention, which enables them to dynamically evaluate the relevance of each input element in context. Transformer-based models can understand and generate natural language, translate between languages, summarize text, and even write code—all with impressive fluency and coherence. About the book Transformers in Action introduces you to transformers and large language models with careful attention to their design and mathematical underpinnings. You’ll learn why architecture matters for speed, scale, and retrieval as you explore applications including RAG and multi-modal models. Along the way, you’ll discover how to optimize training and performance using advanced sampling and decoding techniques, use reinforcement learning to align models with human preferences, and more. The hands-on Jupyter notebooks and real-world examples ensure you’ll see transformers in action as you go. What's inside • Optimizing LLM model performance • Adapting HuggingFace models to new tasks • How transformers and LLMs work under the hood • Mitigating bias and responsible ethics in LLMs About the reader For data scientists and machine learning engineers. About the author Nicole Koenigstein is the Co-Founder and Chief AI Officer at the fintech company Quantmate. Table of Contents Part 1 1 The need for transformers 2 A deeper look into transformers Part 2 3 Model families and architecture variants 4 Text generation strategies and prompting techniques 5 Preference alignment and retrieval-augmented generation Part 3 6 Multimodal models 7 Efficient and specialized small language models 8 Training and evaluating large language models 9 Optimizing and scaling large language models 10 Ethical and responsible large language models

The Elements Of Mechanical And Electrical Engineering Supplementary Volume Motor Design Continuous Current Theory Of Alternating Current Apparatus Design Of Alternating Current Apparatus

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Author : International Correspondence Schools
language : en
Publisher:
Release Date : 1899

The Elements Of Mechanical And Electrical Engineering Supplementary Volume Motor Design Continuous Current Theory Of Alternating Current Apparatus Design Of Alternating Current Apparatus written by International Correspondence Schools and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1899 with Electrical engineering categories.

The Electrician Electrical Trades Directory And Handbook

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Author :
language : en
Publisher:
Release Date : 1896

The Electrician Electrical Trades Directory And Handbook written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1896 with Electric industries categories.

Transmission Line Transformers

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Author : Jerry Sevick
language : en
Publisher: Noble Publishing
Release Date : 2001

Transmission Line Transformers written by Jerry Sevick and has been published by Noble Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Technology & Engineering categories.

This classic text on transmission line transformers for high frequencies includes new chapters on efficiency, power combiners, mixer transformers, and equal-delay transformers. Sevick explains the basic theory that results in transmission line transformers with higher performance than conventional magnetic flux-coupled transformers.

The Electrical Journal

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Author :
language : en
Publisher:
Release Date : 1896

The Electrical Journal written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1896 with Electrical engineering categories.

Convention

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Author :
language : en
Publisher:
Release Date : 1921

Convention written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1921 with Electric lighting categories.

Proceedings

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Author : National Electric Light Association
language : en
Publisher:
Release Date : 1921

Proceedings written by National Electric Light Association and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1921 with Electric lighting categories.

Exploring Electricity And Electronics

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Author : Howard H. Gerrish
language : en
Publisher: Goodheart-Wilcox Publisher
Release Date : 1981

Exploring Electricity And Electronics written by Howard H. Gerrish and has been published by Goodheart-Wilcox Publisher this book supported file pdf, txt, epub, kindle and other format this book has been release on 1981 with Science categories.

Basic Radio

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Author : Marvin Tepper
language : en
Publisher:
Release Date : 1961

Basic Radio written by Marvin Tepper and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1961 with Electricity categories.

Electric Machinery

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Author : Arthur Eugene Fitzgerald
language : en
Publisher: McGraw-Hill Companies
Release Date : 2003

Electric Machinery written by Arthur Eugene Fitzgerald and has been published by McGraw-Hill Companies this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Technology & Engineering categories.

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