 Название: Ollama Crash Course: Build Local LLM powered Apps
Автор: Greg Lim
Издательство: Independently published
Год: 2025
Страниц: 103
Язык: английский
Формат: epub
Размер: 12.1 MB
In this book, we take you on a fun, hands-on and pragmatic journey to learning Ollama. You'll start building your first Ollama app within minutes. Every chapter is written in a bite-sized manner and straight to the point as I don’t want to waste your time (and most certainly mine) on the content you don't need.
Ollama is an open source tool that simplifies running large language models locally on your personal computer. In this book, you'll learn how to set up and use Ollama. This hands-on book covers pulling and customizing models, REST APIs, Python integrations, and real-world AI-based projects like a Travel Packing List Organizer and a RAG system. We will see how to leverage Ollama and its many models so that you can build AI solutions and AI applications locally for free.
We will start with the fundamentals, and theoretical concepts to understand the theory and then go into hands-on practice. We're going to learn how to build local large language model (LLM) applications using Ollama models. We'll learn how to use different model variants, customize models, and utilize them to build AI-based apps.
This book is designed for developers, AI engineers, data scientists, Machine Learning engineers, and just anyone open-minded to learning. If you're willing to put in the work and want to learn about Ollama and build local LLM applications, then this book is for you.
In the course of this book, we will cover:
Chapter 1 - Introduction
Chapter 2 - Ollama Setup
Chapter 3 - How to Run Different Ollama Models Locally
Chapter 4 - Customizing Models with the Modelfile
Chapter 5 - Ollama REST API
Chapter 6 – Interact with Ollama Models with Msty – UI-Based Tool for RAG
Chapter 7 - Introduction to Python Library for Building LLM Applications Locally
Chapter 8 - Build a Real-World Use Case Application – Introduction
Chapter 9 - Overview of RAG Systems with Ollama and Langchain Crash Course
Chapter 10 - Uploading Custom Documents
Chapter 11 - Loading Different File Types
The goal of this book is to teach you Ollama in a manageable way without overwhelming you. We focus only on the essentials and cover the material in a hands-on practice manner for you to code along.
Prerequisites:
In this book, I assume that you have basic programming knowledge. You'll be seeing a lot of Python in this book. So understanding how Python works and how to write Python code is essential. Like most of my books, this one combines theory and hands-on practice. The theory portion covers fundamental concepts and terminology, while the hands-on portion focuses on practical implementation. This approach ensures you truly understand the material, can apply it effectively and thus finding going through the book engaging.
Working Through This Book:
This book is purposely broken down into short chapters where the development process of each chapter will center on different essential topics. The book takes a practical hands on approach to learning through practice. You learn best when you code along with the examples in the book.
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