Overview

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.

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