ollama ai: Hands-On Guide to Running, Customizing, and Deploying AI Models Offline - Softcover

Perry, Xyla

Softcover

ISBN 13: 9798271170546

Verlag: Independently published, 2025

Inhaltsangabe

Ollama AI: A Hands-On Guide to Running, Customizing, and Deploying AI Models Offline

Build Your Own Local AI—No Cloud, No API Keys, No Limits

What if you could run powerful AI models like LLaMA, Mistral, Phi, Qwen, Gemma—or even your own custom models—directly on your laptop or PC? No monthly subscriptions. No internet connection. No data leaving your machine.

That’s exactly what Ollama makes possible—and this book is your complete roadmap.

What This Book Covers

This is not a theoretical AI book. It is a practical engineer’s manual for building fully offline AI systems using Ollama.

You’ll learn step-by-step how to:

• Install and optimize Ollama on macOS, Windows (WSL2), and Linux.
• Run open-source AI models locally including LLaMA 2/3, Mistral, Qwen, Phi, CodeLLaMA, and Gemma.
• Understand GGUF formats, quantization (Q2–Q8), VRAM usage, and GPU vs CPU performance.
• Customize AI behavior using Modelfiles, system prompts, templates, and LoRA adapters.
• Build real applications using Python, JavaScript, FastAPI, and REST APIs.
• Create offline RAG (Retrieval-Augmented Generation) apps using PDFs, FAISS, and Chroma.
• Deploy local AI services, enable multi-user access, add authentication, rate limiting, and systemd auto-start.
• Optimize speed and performance—tokens/sec, batching, caching, model versioning, VRAM budgeting.
• Troubleshoot common issues: CUDA errors, model crashes, API failures, missing GPU drivers.

What You’ll Build by the End

Local ChatGPT-style console

Python/JS AI apps connected to Ollama API

Custom LLM with a unique personality using Modelfile

PDF Document Q&A system (Fully offline RAG)

FastAPI-based AI server with streaming responses

A deployable local AI infrastructure you control entirely

Who Is This Book For?

✔ Developers & AI Engineers who want full control over LLMs

✔ Makers building AI apps without paying for OpenAI/Claude APIs

✔ Privacy-focused professionals working offline or in air-gapped systems

✔ Students and researchers who want to understand AI at a system level

✔ Enterprise teams deploying secure on-prem AI solutions

Why This Book Is Different

No fluff. No generic AI theory.

100% hands-on, command-line driven, real projects.

Covers future trends like Ollama plugins, MCP agents, local AI marketplaces.

Written in simple, developer-friendly language with clear examples.

Bring AI back to your machine. Own the model. Own the data. Own the future.

Start building today with Ollama AI: A Hands-On Guide to Running, Customizing, and Deploying AI Models Offline.

Details zur Ausgabe

• Verlag: Independently published
• Erscheinungsdatum: 2025
• Sprache: Englisch
• ISBN 13: 9798271170546
• Einband: Taschenbuch
• Anzahl der Seiten: 372
• Kontakt zum Hersteller: Manufactured by Amazon on behalf of the author; https://www.amazon.de/hz/contact-us; ; c/o Amazon Media EU S.à.r.l., 38 Avenue John F. Kennedy; Luxembourg; L-1855; Luxemburg