Demystify Sin 3 0


Demystify Sin 3 0
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Demystifying Large Language Models


Demystifying Large Language Models
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Author : James Chen
language : en
Publisher: James Chen
Release Date : 2024-04-25

Demystifying Large Language Models written by James Chen and has been published by James Chen this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-25 with Computers categories.


This book is a comprehensive guide aiming to demystify the world of transformers -- the architecture that powers Large Language Models (LLMs) like GPT and BERT. From PyTorch basics and mathematical foundations to implementing a Transformer from scratch, you'll gain a deep understanding of the inner workings of these models. That's just the beginning. Get ready to dive into the realm of pre-training your own Transformer from scratch, unlocking the power of transfer learning to fine-tune LLMs for your specific use cases, exploring advanced techniques like PEFT (Prompting for Efficient Fine-Tuning) and LoRA (Low-Rank Adaptation) for fine-tuning, as well as RLHF (Reinforcement Learning with Human Feedback) for detoxifying LLMs to make them aligned with human values and ethical norms. Step into the deployment of LLMs, delivering these state-of-the-art language models into the real-world, whether integrating them into cloud platforms or optimizing them for edge devices, this section ensures you're equipped with the know-how to bring your AI solutions to life. Whether you're a seasoned AI practitioner, a data scientist, or a curious developer eager to advance your knowledge on the powerful LLMs, this book is your ultimate guide to mastering these cutting-edge models. By translating convoluted concepts into understandable explanations and offering a practical hands-on approach, this treasure trove of knowledge is invaluable to both aspiring beginners and seasoned professionals. Table of Contents 1. INTRODUCTION 1.1 What is AI, ML, DL, Generative AI and Large Language Model 1.2 Lifecycle of Large Language Models 1.3 Whom This Book Is For 1.4 How This Book Is Organized 1.5 Source Code and Resources 2. PYTORCH BASICS AND MATH FUNDAMENTALS 2.1 Tensor and Vector 2.2 Tensor and Matrix 2.3 Dot Product 2.4 Softmax 2.5 Cross Entropy 2.6 GPU Support 2.7 Linear Transformation 2.8 Embedding 2.9 Neural Network 2.10 Bigram and N-gram Models 2.11 Greedy, Random Sampling and Beam 2.12 Rank of Matrices 2.13 Singular Value Decomposition (SVD) 2.14 Conclusion 3. TRANSFORMER 3.1 Dataset and Tokenization 3.2 Embedding 3.3 Positional Encoding 3.4 Layer Normalization 3.5 Feed Forward 3.6 Scaled Dot-Product Attention 3.7 Mask 3.8 Multi-Head Attention 3.9 Encoder Layer and Encoder 3.10 Decoder Layer and Decoder 3.11 Transformer 3.12 Training 3.13 Inference 3.14 Conclusion 4. PRE-TRAINING 4.1 Machine Translation 4.2 Dataset and Tokenization 4.3 Load Data in Batch 4.4 Pre-Training nn.Transformer Model 4.5 Inference 4.6 Popular Large Language Models 4.7 Computational Resources 4.8 Prompt Engineering and In-context Learning (ICL) 4.9 Prompt Engineering on FLAN-T5 4.10 Pipelines 4.11 Conclusion 5. FINE-TUNING 5.1 Fine-Tuning 5.2 Parameter Efficient Fine-tuning (PEFT) 5.3 Low-Rank Adaptation (LoRA) 5.4 Adapter 5.5 Prompt Tuning 5.6 Evaluation 5.7 Reinforcement Learning 5.8 Reinforcement Learning Human Feedback (RLHF) 5.9 Implementation of RLHF 5.10 Conclusion 6. DEPLOYMENT OF LLMS 6.1 Challenges and Considerations 6.2 Pre-Deployment Optimization 6.3 Security and Privacy 6.4 Deployment Architectures 6.5 Scalability and Load Balancing 6.6 Compliance and Ethics Review 6.7 Model Versioning and Updates 6.8 LLM-Powered Applications 6.9 Vector Database 6.10 LangChain 6.11 Chatbot, Example of LLM-Powered Application 6.12 WebUI, Example of LLM-Power Application 6.13 Future Trends and Challenges 6.14 Conclusion REFERENCES ABOUT THE AUTHOR



Statics And Dynamics Demystified


Statics And Dynamics Demystified
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Author : David McMahon
language : en
Publisher: McGraw Hill Professional
Release Date : 2007

Statics And Dynamics Demystified written by David McMahon and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Science categories.


Publisher's Note: Products purchased from Third Party sellers are not guaranteed by the publisher for quality, authenticity, or access to any online entitlements included with the product. The fast and easy way to learn statics and dynamics This new title in the popular Demystified series offers practical, easy-to-follow coverage of the difficult statics and dynamics course. Expert author David McMahon follows the standard curriculum, starting with basic mathematical concepts and moving on to advanced topics such as Newton's Law, structural analysis, centrifugal forces, kinematics, and the LaGrange method.



Digital Signal Processing Demystified


Digital Signal Processing Demystified
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Author : James D. Broesch
language : en
Publisher: Elsevier
Release Date : 2000-02-20

Digital Signal Processing Demystified written by James D. Broesch and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-02-20 with Technology & Engineering categories.


James D. Broesch is a staff engineer for General Atomics, where he is responsible for the design and development of several advanced control systems used on fusion control programs. He also teaches classes in signal processing and hardware design at the University of California-San Diego. · Integrated book/software package allows readers to simulate digital signal processing (DSP) situations and experiment with effects of different DSP techniques.· Gives an applications-oriented approach to DSP instead of a purely mathematical one.· The accompanying CD includes a DSP "calculator" to help solve design problems



Pre Calculus Demystified 2 E


Pre Calculus Demystified 2 E
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Author : Rhonda Huettenmueller
language : en
Publisher: McGraw Hill Professional
Release Date : 2012-01-23

Pre Calculus Demystified 2 E written by Rhonda Huettenmueller and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-01-23 with Mathematics categories.


Your step-by-step solution to mastering precalculus Understanding precalculus often opens the door to learning more advanced and practical math subjects, and can also help satisfy college requisites. Precalculus Demystified, Second Edition, is your key to mastering this sometimes tricky subject. This self-teaching guide presents general precalculus concepts first, so you'll ease into the basics. You'll gradually master functions, graphs of functions, logarithms, exponents, and more. As you progress, you'll also conquer topics such as absolute value, nonlinear inequalities, inverses, trigonometric functions, and conic sections. Clear, detailed examples make it easy to understand the material, and end-of-chapter quizzes and a final exam help reinforce key ideas. It's a no-brainer! You'll learn about: Linear questions Functions Polynomial division The rational zero theorem Logarithms Matrix arithmetic Basic trigonometry Simple enough for a beginner but challenging enough for an advanced student, Precalculus Demystified, Second Edition, Second Edition, helps you master this essential subject.



Matlab Demystified Basic Concepts And Applications


Matlab Demystified Basic Concepts And Applications
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Author : Sarma K.K.
language : en
Publisher: Vikas Publishing House
Release Date :

Matlab Demystified Basic Concepts And Applications written by Sarma K.K. and has been published by Vikas Publishing House this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.


Over the years, MATLAB has evolved into a powerful tool that provides assistance to professionals, scientists and engineers in diversifying their areas of expertise. Teachers and students alike have accepted the fact that very few choices exist to replace MATLAB as a tool that helps enhance the ability to understand and visualize. The effort here is to help the fledgling learner know the basic ideas and principles behind programming in MATLAB and the application of the vast storehouse of tools available in the library and supporting documentation.



Macromedia Flash Mx Game Design Demystified


Macromedia Flash Mx Game Design Demystified
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Author : Jobe Makar
language : en
Publisher: Macromedia Press
Release Date : 2003

Macromedia Flash Mx Game Design Demystified written by Jobe Makar and has been published by Macromedia Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.


So you wanna be a hotshot game designer? Well, if you have a basic grasp of Macromedia Flash MX, you can. Unafraid to tackle some of the more complicated aspects of game creation (including physics and trigonometry!), this comprehensive reference covers it all. Macromedia Flash Game Design Demystified starts out with the basics: planning, adapting ActionScript techniques, using introductory Flash game techniques, and more. Then it gets down to the real business of building simple games. You'll tackle simple-logic and quiz games before moving on to multiplayer and complex-logic games (chess, for example)--learning about importing 3-D graphics, adding sound effects, and licensing your games in the process. The book's companion CD includes the source files for a number of games as well as the tutorials and lessons that go along with the book and XML server software to facilitate multiplayer games. If you're tired of the games that you have and want to make your own action, this book offers comprehensive coverage of sophisticated techniques--but put in easy-to-grasp, practical terms.



Digital Frequency Synthesis Demystified


Digital Frequency Synthesis Demystified
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Author : Bar-Giora Goldberg
language : en
Publisher: Elsevier
Release Date : 2000-02-20

Digital Frequency Synthesis Demystified written by Bar-Giora Goldberg and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-02-20 with Technology & Engineering categories.


· In-depth coverage of modern digital implementations of frequency synthesis architectures· Numerous design examples drawn from actual engineering projectsDigital frequency synthesis is used in modern wireless and communications technologies such as radar, cellular telephony, satellite communications, electronic imaging, and spectroscopy. This is book is a comprehensive overview of digital frequency synthesis theory and applications, with a particular emphasis on the latest approaches using fractional-N phase-locked loop technology. In-depth coverage of modern digital implementations of frequency synthesis architectures Numerous design examples drawn from actual engineering projects



Video Demystified


Video Demystified
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Author : Keith Jack
language : en
Publisher: Newnes
Release Date : 2005

Video Demystified written by Keith Jack and has been published by Newnes this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Business & Economics categories.


This international bestseller and essential reference is the "bible" for digital video engineers and programmers worldwide. This is by far the most informative analog and digital video reference available, includes the hottest new trends and cutting-edge developments in the field.Video Demystified, Fourth Edition is a "one stop" reference guide for the various digital video technologies. The fourth edition is completely updated with all new chapters on MPEG-4, H.264, SDTV/HDTV, ATSC/DVB, and Streaming Video (Video over DSL, Ethernet, etc.), as well as discussions of the latest standards throughout. The accompanying CD-ROM is updated to include a unique set of video test files in the newest formats.



Telecommunications Demystified


Telecommunications Demystified
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Author : Carl R. Nassar
language : en
Publisher: Elsevier
Release Date : 2013-10-22

Telecommunications Demystified written by Carl R. Nassar and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-10-22 with Technology & Engineering categories.


Telecommunications Demystified provides details of developments in telecommunications, and their underlying theory, are thoroughly examined in this sweeping tutorial. The book first builds a strong mathematical foundation, introduces the basic concepts of analogue and digital telecommunications, and then develops more complex topics such as source and channel coding, baseband and carrier modulation, estimation and synchronization, multiple access schemes, and trellis-coded modulation. Includes several MATLAB® tutorials that permit readers to model various telecommunications systems. Balances a solid theoretical treatment of subjects with practical applications and examples Covers both digital and analogue telecommunications systems, including digital modulation techniques The accompanying material includes MATLAB® tutorials that permit readers to model various telecommunications systems and an electronic version of the book



High Performance Computing Demystified


High Performance Computing Demystified
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Author : David Loshin
language : en
Publisher: Academic Press
Release Date : 2014-05-10

High Performance Computing Demystified written by David Loshin and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-05-10 with Mathematics categories.


High Performance Computing Demystified provides an overview of high performance resources and their applications across many disciplines. This book is organized into five parts encompassing 16 chapters that cover the principles, mode of operation, and practical aspects of supercomputers. The first and second parts provide a brief history of high performance computing and describe the “basic parts needed to build high performance computers, including high performance microprocessors and network topologies. The third part examines the features of multiprocessor architectures of high performance, such as the large number crunchers, massively parallel processing machines, and networks of workstations. The fourth part deals with the software paradigms for high performance, while the fifth part looks into the high performance computing resources that are available to the public, with some guide to accessing those resources. This book is intended primarily for engineers and business managers who have a basic understanding of computers and would like to learn about high performance computing.