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254003843
Local AI Engineering with Ollama: Run understand customize fine-tune and build agentic apps on your own hardware
88% of respondents would recommend this to a friend
Item #:
254003843
XPF 7360
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- The model you depend on lives on someone else's hardware. They can change the price, change the rules, or retire it entirely, and you cannot stop them.In August 2025, OpenAI retired GPT-4o overnight. In June 2026, an export directive forced Anthropic to suspend Fable 5 and Mythos 5. Teams lost models they had built on in an afternoon. They just did not own what they ran.Local AI Engineering with Ollama is how you stop renting and start owning. You take the model, the price, and the rules back into your own hands: run any model you want, when you want, where you want, and change how it behaves without a meter running.This is a practical book for developers who can run a command and edit a file but have no Machine Learning degree and want none. It skips the marketing and jumps into building things that run, on hardware you already own, with the network unplugged. Every command was executed on a real machine, and every output you see (JSON responses, error messages, token counts, training logs) came from an actual session, not from documentation. Where Ollama behaved differently than its own docs, the book says so and pins the version.This book moves in one direction: from running your first model to shipping an agent that runs on your own hardware. Each chapter ends with something working, and each skill below builds on the one before it. By the end you will be able to:Understand what a model is actually doing: Tokens, predictions, weights, embeddings, attention, and the KV cache, each tied to a setting you will change.Install Ollama and size your hardware honestly: Install the runtime and tell if a model fits your RAM or VRAM before downloading.Pick, pull, and manage models: Read the Ollama and Hugging Face GGUF repos, choose quantization, and manage disk and memory.Drive Ollama from its API: Run models over HTTP from your code, and read tokens-per-second to compare on numbers.Control the context window: Size it so the model stops forgetting, and see what gets sent each turn.Operate a model under real conditions: Tune temperature, top_p, top_k, penalties, seed, keep-alive, and concurrency.Package a custom model with a Modelfile: One job, the same way every time, shipped as a single artifact.Fine-tune a model on your own data: Train Granite for English-to-SQL with QLoRA and Unsloth, then export to GGUF.Build against the Python SDK: Build Python programs with typed responses, ending in a management CLI.Build a working chat loop and see why it forgets: Write a REPL, then watch it fail to recall the last turn.Give the conversation a memory: Resend a running message list so the assistant follows the conversation.Stream replies and accept multi-line input: Print tokens as they arrive, and take multi-line prompts.Keep long chats inside the context window: Drop the oldest turns so the prompt never overflows.Summarize old turns instead of dropping them: Condense earlier messages with a second model through LangChain.Cache replies in Redis: Return repeated questions instantly, cutting latency and wasted compute.Add long-term memory that survives restarts: Wire in mem0 to recall user facts across sessions.Give the model tools to fetch live data: Add function calling, guarded against inventing numbers.Source those tools from an external MCP server: Serve tools over MCP, turning M times N into M plus N.Put a graphical interface in front of Ollama: Run Open WebUI in Docker, chat with your documents, lock it down for a team.If you can run a command and edit a file, you are qualified! Downloadable code included.So what are you waiting for to stop renting, start owning and get a model running tonight.
| Publisher | FAUN.dev |
| Publication date | 19 Jun. 2026 |
| Language | English |
| Print length | 276 pages |
| ISBN-10 | 2488111082 |
| ISBN-13 | 978-2488111089 |
| Dimensions | 17.78 x 1.6 x 25.4 cm |
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English edition Aymen El Amri Format: Paperback Generative AI Editorial Review
Local AI Engineering With Ollama: Run Understand Customize Fine-tune And Build Agentic Apps On Your Own Hardware offers an insightful exploration into the world of AI, published by FAUN.dev. With a comprehensive length of 276 pages, this book is a must-read for those looking to delve into running and customizing AI applications on personal hardware. It explores practical techniques for understanding and fine-tuning AI, empowering readers to create their own agentic applications. The depth of content, coupled with its accessible language, makes it suitable for both beginners and experienced developers alike, positioning it as a valuable resource in the rapidly evolving field of AI engineering.
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Pros
- In-depth exploration of AI engineering concepts
- Suitable for both beginners and experienced developers
- Empowers users to build custom applications
- Accessible language enhances understanding
- Includes practical techniques for fine-tuning AI
Cons
- Limited real-world examples may be required for application
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Features & Benefits
- Transition from renting AI to owning your models locally.
- Customize your AI model with Modelfiles for consistent performance.
- Fine-tune models easily using QLoRA and Unsloth without needing an ML degree.
- Build advanced agents using Python SDK, LangChain, and Redis.
- Run everything on your own hardware for greater control and security.
- Designed for developers, platform engineers, and indie hackers wanting offline AI solutions.
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