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.

“Sinopsis” puede pertenecer a otra edición de este título.

PBShop.store UK

Fairford, GLOS, Reino Unido

Vendedor de 5 estrellas

Vendedor de AbeBooks desde el 11 de junio de 1999

Tarifas de envío de Reino Unido a Estados Unidos de America

Artículo	De 10 a 20 días hábiles	De 10 a 20 días hábiles
Primer artículo	EUR 5,86	EUR 5,86

Los plazos de entrega los establecen los vendedores y varían según el transportista y la ubicación. Los pedidos que pasan por la aduana pueden sufrir retrasos y los compradores son responsables de los aranceles o tarifas asociadas. Los vendedores pueden ponerse en contacto con usted en relación con cargos adicionales para cubrir cualquier aumento en los costes de envío de los artículos.

Métodos de pago

Descripción de la tienda

**Please note our transit times are from the date of dispatch.** We first started out as “The Paperback Exchange,” a chain of physical bookstores where we would part exchange your beloved books for new stories to transport you to faraway places. However, as shopping started to evolve to online shops and marketplaces, we bid our stores goodbye to become “PBShop.” This transition has only allowed us to blossom as we now ship thousands of titles to book lovers across the globe. We pride ourselves in being a community of local book lovers which allows our passion and devotion to shine in everything we do. In 2020 we not only celebrated our 20th birthday but our 1st birthday as being completely employee owned after becoming an E.O.T in September 2019. We are proud to be different and embrace standing apart on a book mountain by working from a virtual inventory which allows us to provide thousands of books that may be difficult to get for your bookshelf or your studies. Working with a number of different suppliers allows us to explore other avenues such as puzzles, sheet music and even stationery so we really do have something for everyone. Life is about being versatile in all realms of existence. If this is your first purchase with us, or you are a returning customer, we would like to welcome you to the PBShop family, for there is no friend as loyal as a book. We are a company who put our customers at the centre of everything we do as we understand the importance of reading because once you learn to read, you will forever be free. There are a whole lot of things in this world of ours that we are yet to explore, which is why we will forever inspire curious minds.…

Especialidad

Hardbacks, Paperbacks

Información empresarial del vendedor

Pbshop.co.uk

Unit 22 Horcott Industrial Estate, Horcott Road
Fairford, Reino Unido GL7 4BX

Contactar con el vendedorVer los artículos de este vendedorVer la página principal del vendedor

Condiciones de venta

Returns Policy
We ask all customers to contact us for authorisation should they wish to return their order. Orders returned without authorisation may not be credited.
If you wish to return, please contact us within 14 days of receiving your order to obtain authorisation.
Returns requested beyond this time will not be authorised.
Our team will provide full instructions on how to return your order and once received our returns department will process your refund.
Please note the cost to return any unwanted order to us is borne by the buyer.
Should your order arrive damaged, not as advertised or faulty, we must be advised of this within 14 days of delivery. Please contact us so we can find the best solution for you.

Our Customer Care Team can be contacted by emailing alborders@paperbackshop.co.uk, or by calling our UK Office on +441285 712 917. We are available 9:00am till 5:30pm GMT Monday to Friday.

Derecho al desistimiento

Si es un consumidor, puede rescindir el contrato de acuerdo con lo siguiente. Por consumidor se entiende cualquier persona física que actúe con fines ajenos a su actividad comercial, empresarial, oficio o profesión.

Información sobre el derecho de desistimiento

Derecho legal de desistimiento

Tiene derecho a rescindir este contrato en un plazo de 14 días sin dar ningún motivo.

El periodo de desistimiento vencerá a los 14 días desde que usted, o un tercero que no sea el transportista e indicado por usted, adquiera la posesión física del último bien o del último lote o pieza.

Para ejercer el derecho de desistimiento, complete de forma electrónica y envíe una declaración clara en nuestro sitio web, desde "Mis compras" en "Mi cuenta". Le enviaremos sin demora un acuse de recibo de dicho desistimiento a través de un soporte duradero (por ejemplo, por correo electrónico).

Para cumplir con el plazo de desistimiento, basta con que envíe su comunicación relativa al ejercicio del derecho de desistimiento antes de que venza el periodo de desistimiento.

Efectos del desistimiento

Si rescinde este contrato, le reembolsaremos todos los pagos que hayamos recibido de usted, incluidos los gastos de envío (excepto los gastos adicionales que surjan si elige un tipo de envío que no sea el tipo de envío estándar más económico que ofrecemos).

Podemos hacer una deducción del reembolso por la pérdida de valor de cualquier bien suministrado, si la pérdida es el resultado de una manipulación innecesaria por su parte.

Efectuaremos el reembolso sin demoras indebidas y, a más tardar, 14 días después de que se nos informe de su decisión de rescindir este contrato.

Efectuaremos el reembolso utilizando el mismo medio de pago que utilizó para la transacción inicial, a menos que haya acordado expresamente lo contrario; en cualquier caso, no incurrirá en ningún cargo como resultado de dicho reembolso.

Podremos retener el reembolso hasta que hayamos recibido los bienes o hasta que nos haya presentado una prueba de que los ha devuelto, lo que ocurra primero.

Deberá devolver los bienes o entregarlos a PBShop.store UK, Fairford, United Kingdom, +44 1285 712917, sin demoras indebidas y, en cualquier caso, en un plazo máximo de 14 días a partir del día en que nos comunique su desistimiento del presente contrato. El plazo se cumple si devuelve la mercancía antes de que venza el periodo de 14 días. Tendrá que asumir los gastos directos de devolución de los bienes. Usted solo es responsable de la disminución del valor de los bienes como resultado de una manipulación distinta a la necesaria para establecer la naturaleza, las características y el funcionamiento de los bienes.

Excepciones al derecho de desistimiento

El derecho de desistimiento no se aplica a lo siguiente:

La entrega de periódicos, diarios o revistas, con la excepción de los contratos de suscripción; y
El suministro de contenido digital que no se proporcione en un soporte tangible (por ejemplo, en un CD o DVD) si, al hacer el pedido, aceptó que podíamos empezar a entregarlo y que no podría desistir una vez iniciada la entrega.

Condiciones de envío

Orders are shipped from our UK warehouse. Delivery thereafter is between 4 and 14 business days. Please contact us if you have any queries about our services or products.

Local AI Engineering with Ollama

Descripción del artículo del vendedor

Detalles bibliográficos

Sinopsis

Acerca de

Acerca del autor