Sign-In
Cart
How to Build Large Language Models (LLMs): From Data Preparation to Deployment and Beyond
Paperback
Publisher: Independently Published
Published: Aug 9 2024
Pages: 104
Weight: 0.33
Height: 0.22 Width: 6.00 Depth: 9.00
Language: English
How to Build Large Language Models (LLMs): From Data Preparation to Deployment and Beyond provides a comprehensive guide to the entire lifecycle of creating and deploying large language models. This book serves as an essential resource for AI practitioners, data scientists, and machine learning engineers interested in mastering the intricacies of LLMs.
The book begins with an introduction to LLMs, covering foundational concepts and the evolution of language models from early recurrent neural networks (RNNs) to modern transformer architectures. It explores popular LLM architectures, including GPT and BERT, highlighting their unique features and applications.
Part II delves into data preparation and management, a crucial phase for building effective LLMs. It provides detailed guidance on sourcing and curating datasets, addressing biases, and ensuring data diversity. Techniques for data preprocessing, such as tokenization and normalization, are discussed along with methods for handling missing data and generating synthetic data. The section also covers data storage and management strategies to design scalable pipelines and ensure data security.
In Part III, the focus shifts to the technical aspects of building the model. It includes setting up the development environment, choosing appropriate model architectures, and deciding between building from scratch or fine-tuning pre-trained models. The book also provides insights into training LLMs, including distributed training techniques and strategies for addressing common challenges like overfitting and underfitting. Hyperparameter tuning and optimization techniques are also covered to enhance model performance.
Part IV addresses evaluating and fine-tuning the model, emphasizing metrics for assessing model performance, fine-tuning techniques, and debugging strategies. It offers practical solutions for improving model accuracy and adapting it to specific use cases.
Finally, Part V explores deployment and maintenance strategies, including deployment options, monitoring, and securing LLMs in production environments. The book concludes with real-world case studies and examples, demonstrating the practical applications of LLMs in various industries
Also from
Vemula, Anand
Mastering Prompt Engineering for Generative AI: Unlocking the Full Potential of AI Technology
Vemula, Anand
Paperback
Generative AI for Business Leaders: Unlocking AI's Potential for Growth and Innovation
Vemula, Anand
Paperback
Comprehensive Guide to Generative AI with Keras: Concepts, Implementations, and Applications
Vemula, Anand
Paperback
LLM from Scratch: A Comprehensive Guide to Building and Applying Large Language Models
Vemula, Anand
Paperback
Python for Generative AI: Practical Techniques, Applications, and Code Examples
Vemula, Anand
Paperback
Mastering Large Language Models with PyTorch: A Hands-On Guide with Practical Code Examples
Vemula, Anand
Paperback
How Do Large Language Models Work? A Beginner's Guide to AI Chatbots and Text Generation
Vemula, Anand
Paperback
Eucsdd: Navigating the European Union Corporate Sustainability Due Diligence Directive
Vemula, Anand
Paperback
Practical Generative AI for Data Science: From Theory to Real-World Applications
Vemula, Anand
Paperback
Designing LLM Applications: A Comprehensive Guide to Development and Deployment
Vemula, Anand
Paperback
Integrating OpenCV and Large Language Models: A Comprehensive Guide to Unified AI Systems
Vemula, Anand
Paperback
Large Language Models in Trading: Comprehensive Guide to Applications, Case Studies, and Practical Solutions
Vemula, Anand
Paperback
Generative AI Strategy and Implementation: Mastering Techniques and Advanced Applications
Vemula, Anand
Paperback
ISO 42001 AI Management System: Comprehensive Guide to Implementation and Best Practices
Vemula, Anand
Paperback
Designing Large Language Model Systems: System Design, Architecture, Deployment, and Operationalization
Vemula, Anand
Paperback
EU AI Act Explained: A Guide to the Regulation of Artificial Intelligence in Europe
Vemula, Anand
Paperback
The LLM Toolkit: Fine-Tuning, Hyperparameter Tuning, and Building Hierarchical Classifiers
Vemula, Anand
Paperback
Mastering Prompt Engineering for LLMs: Chain of Thought( CoT), Tree of thought( ToT), and Self-reflection
Vemula, Anand
Paperback
Generative AI in Insurance: A Guide to Enhancing Risk Assessment and Claims Management
Vemula, Anand
Paperback
Mastering Generative AI for Cloud Solutions: Practical Applications, Hands-On Exercises, and Future Trends
Vemula, Anand
Paperback
Mastering Generative AI with Oracle OCI: From Foundations to Advanced Implementations
Vemula, Anand
Paperback
Generative AI and C++: A Hands-On Guide with Tutorials and Step-by-Step Manua
Vemula, Anand
Paperback
A Deep Dive into Large Language Models: Exploring the Power of Bloom, Vicuna, PaLM, Cohere, Falcon 40B, and Beyond
Vemula, Anand
Paperback
Understanding Large Language Models: A Guide to Transformer Architectures and NLP Applications
Vemula, Anand
Paperback
Mastering AI and Generative AI: From Learning Fundamentals to Advanced Applications
Vemula, Anand
Paperback
Generative AI for ESG Reporting: A Guide to Sustainability and Accountability
Vemula, Anand
Paperback
Mastering LLMs and GPUs: A Hands-on Guide to Programming, Optimization, and Deployment
Vemula, Anand
Paperback
Grokking LLM: From Fundamentals to Advanced Techniques in Large Language Models
Vemula, Anand
Paperback
Achieving NetZero: Comprehensive Strategies and Implementation for a Sustainable Future
Vemula, Anand
Paperback
Mastering Generative Learning: Practical Strategies and Case Studies for Educators and Trainers
Vemula, Anand
Paperback
Generative AI Use Cases: Unlocking Creativity and Innovation Across Industries
Vemula, Anand
Paperback
Generative AI Research: Mastering Foundations, Models, and Practical Applications
Vemula, Anand
Paperback
Mastering Generative AI: Building Intelligent AI Copilots and Practical Applications
Vemula, Anand
Paperback
Generative AI Networks: Foundations, Models, Applications, and Future Directions
Vemula, Anand
Paperback
Navigating ESG: From Policy to Practice - A Comprehensive Guide to Sustainable Business Success
Vemula, Anand
Paperback
Implementing Generative AI in Cybersecurity: Techniques, Tools, and Case Studies
Vemula, Anand
Paperback
Generative AI for Telecom: Revolutionizing Connectivity and Customer Experience
Vemula, Anand
Paperback
Generative AI in Practice: A Comprehensive Guide to Techniques and Applications
Vemula, Anand
Paperback
Practical AI Strategies: Engaging with Generative AI in Education for Modern Learning
Vemula, Anand
Paperback
SGP 32 Transition: A Comprehensive Guide to Innovation, Implementation, and Continuous Improvement"
Vemula, Anand
Paperback
Navigating the European Union's Corporate Sustainability Reporting Directive: A Practical Guide
Vemula, Anand
Paperback
Generative AI with Python and TensorFlow: A Complete Guide to Mastering AI Models
Vemula, Anand
Paperback
LLM Transformers: A Comprehensive Guide to Building, Training, and Deploying Language Models
Vemula, Anand
Paperback
Generative AI Hands-On: A Practical Guide to Model Development and Real-World Applications
Vemula, Anand
Paperback
Also in
General Computers
All Data Are Local: Thinking Critically in a Data-Driven Society
Loukissas, Yanni Alexander
Paperback
Comptia Network+ Certmike: Prepare. Practice. Pass the Test! Get Certified!: Exam N10-008
Zacker, Craig
Chapple, Mike
Paperback
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
Seven Databases in Seven Weeks: A Guide to Modern Databases and the Nosql Movement
Perkins, Luc
Redmond, Eric
Wilson, Jim
Paperback
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Wickham, Hadley
Grolemund, Garrett
Paperback
The Reverse Centaur's Guide to Life After AI: How to Think about Artificial Intelligence--Before It's Too Late
Doctorow, Cory
Paperback
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Riccomini, Chris
Kleppmann, Martin
Paperback
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Soares, Nate
Yudkowsky, Eliezer
Hardcover
AI for Good: How Real People Are Using Artificial Intelligence to Fix Things That Matter
Tyrangiel, Josh
Hardcover
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Webb, Amy
Review, Harvard Business
Anthony, Scott D.
Paperback
Human Raised: Nurturing Connection, Curiosity & Lifelong Learning in the Age of AI
Suskind, Dana, MD
Hardcover
Hbr's 10 Must Reads on AI (with Bonus Article How to Win with Machine Learning by Ajay Agrawal, Joshua Gans, and AVI Goldfarb)
Davenport, Thomas H.
Iansiti, Marco
Review, Harvard Business
Paperback
A Giant Leap: How AI Is Transforming Healthcare and What That Means for Our Future
Wachter, Robert
Hardcover
The Agi Chronicles: The Inside Story of the Race to Create an Artificial Superintelligence
Roose, Kevin
Hardcover
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Hanna, Alex
Bender, Emily M.
Hardcover
Generative Ai: The Insights You Need from Harvard Business Review
Review, Harvard Business
Mollick, Ethan
Cremer, David De
Paperback
CompTIA Network+ Certification All-in-One Exam Guide, Ninth Edition (Exam N10-009)
Weissman, Jonathan S.
Paperback
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
AI Literacy in Any Class: Preparing Students to Thrive in an AI Future in Any Grade Level or Content Area
Miller, Matt
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Paperback
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
We Are as Gods: A Survival Guide for the Age of Abundance
Diamandis, Peter H.
Kotler, Steven
Hardcover
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
Daugherty, Paul R.
Wilson, H. James
Hardcover
The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
Socher, Richard
Hardcover
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Hardcover
CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
Wempen, Faithe
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Ford, Neal
Richards, Mark
Paperback
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
Paperback
Power and Prediction: The Disruptive Economics of Artificial Intelligence
Agrawal, Ajay
Gans, Joshua
Goldfarb, Avi
Hardcover
AP Computer Science a Premium, 13th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice (2026)
Teukolsky, Roselyn, M. S.
Carman, Chris
Paperback
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
The Official Minecraft Team
Mojang Ab
Paperback
AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
Love Machines: How Artificial Intelligence Is Transforming Our Relationships
Muldoon, James
Hardcover
You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why It's Making the World a Weirder Place
Shane, Janelle
Paperback
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Marty
Forbeck, Matt
Hardcover
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Hardcover
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
Paperback
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Tapscott, Don
Bradley, Joseph
Hardcover
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
Paperback
Artificial Intelligence All-In-One for Dummies
Minnick, Chris
Mueller, John Paul
Massaron, Luca
Paperback
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Paperback
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
Hardcover
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
Ghori, Asghar
Paperback
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
Hardcover
Microsoft 365 Excel All-In-One for Dummies
Alexander, Michael
Kusleika, Dick
Ringstrom, David H.
Paperback
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
Hbr's 10 Must Reads on Artificial Intelligence, Updated and Expanded (Featuring How AI Can Help Managers Think Through Problems by Elisa Farri and Gab
Davenport, Thomas H.
Agrawal, Ajay
Review, Harvard Business
Paperback
Navigeren door het labyrint: Een handleiding voor het beheer van data
Sebastian-Coleman, Laura
Paperback
Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
Gans, Joshua
Goldfarb, Avi
Agrawal, Ajay
Hardcover
Comptia A+ Complete Study Guide, 2-Volume Set: Volume 1 Core 1 Exam 220-1201 and Volume 2 Core 2 Exam 220-1202
Docter, Quentin
Buhagiar, Jon
Paperback
Speak Data: Artists, Scientists, Thinkers, and Dreamers on How We Live Our Lives in Numbers
Cox, Phillip
Lupi, Giorgia
Paperback
A Whole New Human: Ten Ways We Must Evolve to Survive and Thrive in the AI Age
Rydall, Derek
Hardcover
On the Future of Species: Authoring Life by Means of Artificial Biological Intelligence
Woolfson, Adrian
Hardcover
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Wickham, Hadley
Paperback
Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback