Sign-In
Cart
Local LLM Deployment: Training, Fine-Tuning, & Offline Inference: The Complete Developer's Guide to Building, Training, and Running Private Open-Sourc
Paperback
Please select the version of book you would like to purchase.
ISBN13: 9798199952415
Publisher: Independently Published
Published: Jun 4 2026
Pages: 136
Weight: 0.73
Height: 0.29 Width: 8.50 Depth: 11.00
Language: English
Publisher: Independently Published
Published: Jun 4 2026
Pages: 136
Weight: 0.73
Height: 0.29 Width: 8.50 Depth: 11.00
Language: English
Every time you send a prompt to ChatGPT, you're handing your company's most sensitive data to a stranger, and paying them for the privilege.
- Contract terms that let providers train on your inputs.
- Pricing that punishes your success.
- Models that change overnight and break your production app with zero warning.
- No rollback. No recourse. No exit.
Local LLMs DEPLOYMENT is the complete technical playbook for taking back your AI infrastructure. From a single developer on a MacBook to an enterprise team managing bare-metal GPU clusters, this book gives you the exact architecture, code, and configuration to run frontier-level AI privately, offline, and at near-zero marginal cost, permanently.
Inside, you'll master:
It's not a prompt engineering guide. It's not a beginner's tour of the AI landscape.
This is infrastructure engineering for developers who are done renting intelligence and ready to own it.
Every chapter is written around a hardware-and-goal-oriented roadmap. You don't read this book linearly, you identify your profile (Local Prototyper, Enterprise Architect, AI Engineer, or Agent Builder) and execute the track built for your exact situation.
The code works. The math is real. The architecture is production-tested.
Includes appendices with a full VRAM Calculator, Common Training Error triage matrix, and a complete Glossary of 2026 AI Terminology, the reference tools you'll return to every time you provision new hardware or troubleshoot a training run.
Scroll up and grab your copy!
Inside, you'll master:
- The Quantization Triad: GGUF, AWQ, and EXL2 explained with precision. Know exactly which format fits your hardware before you download a single weight file.
- VRAM Math That Actually Works: The exact formulas to calculate model weight memory and KV cache bloat so you never hit an Out of Memory crash in production again.
- Full Local Server Setup: Ollama, LM Studio, and LocalAI configured as production-grade, OpenAI-compatible endpoints. Swap your cloud base URL and your existing app works, no rewrite required.
- Offline RAG from Scratch: ChromaDB and Qdrant vector databases, local embedding models, and advanced chunking strategies for codebases and massive PDFs. Zero cloud embeddings. Total data sovereignty.
- The Fine-Tuning Masterclass: Dataset preparation, ChatML and Alpaca formatting, synthetic data generation, and full QLoRA/LoRA training with Axolotl and LLaMA-Factory. Teach a model new behaviors without catastrophic forgetting.
- Multi-Agent Local Systems: Native function calling, secure tool access, and the two-tier router architecture that uses a fast 4B model to triage tasks before passing complex logic to your heavyweight reasoning engine.
- Enterprise-Grade Security: Air-gapped topology, hardened vLLM Docker deployment, token inspection, prompt injection guardrails, and a full audit trail built for SOC2, HIPAA, and ISO 27001 environments.
- Production Observability: Prometheus and Grafana telemetry, throughput management, and load balancing across multiple GPUs for high-concurrency API endpoints.
It's not a prompt engineering guide. It's not a beginner's tour of the AI landscape.
This is infrastructure engineering for developers who are done renting intelligence and ready to own it.
Every chapter is written around a hardware-and-goal-oriented roadmap. You don't read this book linearly, you identify your profile (Local Prototyper, Enterprise Architect, AI Engineer, or Agent Builder) and execute the track built for your exact situation.
The code works. The math is real. The architecture is production-tested.
Includes appendices with a full VRAM Calculator, Common Training Error triage matrix, and a complete Glossary of 2026 AI Terminology, the reference tools you'll return to every time you provision new hardware or troubleshoot a training run.
Scroll up and grab your copy!
Also from
Volkmann, Erik
Also in
General Computers
All Data Are Local: Thinking Critically in a Data-Driven Society
Loukissas, Yanni Alexander
Paperback
$45.00
Comptia Network+ Certmike: Prepare. Practice. Pass the Test! Get Certified!: Exam N10-008
Chapple, Mike
Zacker, Craig
Paperback
$38.00
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Bertot, Yves
Castéran, Pierre
Hardcover
$194.60
Seven Databases in Seven Weeks: A Guide to Modern Databases and the Nosql Movement
Redmond, Eric
Wilson, Jim
Perkins, Luc
Paperback
$63.29
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Wickham, Hadley
Paperback
$14.99
The Reverse Centaur's Guide to Life After AI: How to Think about Artificial Intelligence--Before It's Too Late
Doctorow, Cory
Paperback
$16.20
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Riccomini, Chris
Kleppmann, Martin
Paperback
$66.49
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Yudkowsky, Eliezer
Soares, Nate
Hardcover
From $19.99
AI for Good: How Real People Are Using Artificial Intelligence to Fix Things That Matter
Tyrangiel, Josh
Hardcover
$27.55
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Review, Harvard Business
Anthony, Scott D.
Webb, Amy
Paperback
$21.80
Human Raised: Nurturing Connection, Curiosity & Lifelong Learning in the Age of AI
Suskind, Dana, MD
Hardcover
$28.80
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
$23.70
A Giant Leap: How AI Is Transforming Healthcare and What That Means for Our Future
Wachter, Robert
Hardcover
$30.40
The Agi Chronicles: The Inside Story of the Race to Create an Artificial Superintelligence
Roose, Kevin
Hardcover
$31.35
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Bender, Emily M.
Hanna, Alex
Hardcover
$30.40
Generative Ai: The Insights You Need from Harvard Business Review
Mollick, Ethan
Cremer, David De
Review, Harvard Business
Paperback
$21.80
CompTIA Network+ Certification All-in-One Exam Guide, Ninth Edition (Exam N10-009)
Weissman, Jonathan S.
Paperback
$57.00
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
$18.99
AI Literacy in Any Class: Preparing Students to Thrive in an AI Future in Any Grade Level or Content Area
Miller, Matt
Paperback
$25.60
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
$75.99
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
$19.00
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
$50.31
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Kapoor, Sayash
Narayanan, Arvind
Paperback
$16.10
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
$44.99
We Are as Gods: A Survival Guide for the Age of Abundance
Diamandis, Peter H.
Kotler, Steven
Hardcover
$28.50
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
$32.25
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
$85.49
Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
Wilson, H. James
Daugherty, Paul R.
Hardcover
$30.40
The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
Socher, Richard
Hardcover
$28.50
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
$19.00
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
$28.50
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
From $11.99
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
$75.99
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
$86.88
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
$18.99
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Hardcover
$26.59
CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
Wempen, Faithe
Paperback
$57.00
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
$75.99
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Jepson, Brian
Hattersley, Lucy
Paperback
$21.84
Power and Prediction: The Disruptive Economics of Artificial Intelligence
Gans, Joshua
Goldfarb, Avi
Agrawal, Ajay
Hardcover
$30.40
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
$25.64
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
Mojang Ab
The Official Minecraft Team
Paperback
$12.35
AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
$28.49
Love Machines: How Artificial Intelligence Is Transforming Our Relationships
Muldoon, James
Hardcover
$28.45
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
$18.99
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Matt
Forbeck, Marty
Hardcover
$19.00
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Hardcover
$23.70
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
Paperback
$19.00
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Bradley, Joseph
Tapscott, Don
Hardcover
$33.20
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Kim, Gene
Humble, Jez
Debois, Patrick
Paperback
$36.10
Artificial Intelligence All-In-One for Dummies
Mueller, John Paul
Massaron, Luca
Minnick, Chris
Paperback
$47.49
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Paperback
$14.24
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
$17.98
The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
Hardcover
$26.13
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
$29.44
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
$62.69
RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
Ghori, Asghar
Paperback
$72.00
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
$23.70
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
$52.20
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
From $14.99
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
$75.99
More Human: How the Power of AI Can Transform the Way You Lead
Carter, Jacqueline
Hougaard, Rasmus
Hardcover
$30.40
Microsoft 365 Excel All-In-One for Dummies
Kusleika, Dick
Ringstrom, David H.
Alexander, Michael
Paperback
$42.74
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
From $12.99
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
$35.10
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
$40.00
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
$25.60
Navigeren door het labyrint: Een handleiding voor het beheer van data
Sebastian-Coleman, Laura
Paperback
$28.45
Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
Gans, Joshua
Goldfarb, Avi
Agrawal, Ajay
Hardcover
$33.25
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
$61.75
Speak Data: Artists, Scientists, Thinkers, and Dreamers on How We Live Our Lives in Numbers
Lupi, Giorgia
Cox, Phillip
Paperback
$33.25
A Whole New Human: Ten Ways We Must Evolve to Survive and Thrive in the AI Age
Rydall, Derek
Hardcover
$27.55
On the Future of Species: Authoring Life by Means of Artificial Biological Intelligence
Woolfson, Adrian
Hardcover
$31.46
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Cetinkaya-Rundel, Mine
Wickham, Hadley
Grolemund, Garrett
Paperback
$75.99
Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback
$23.74