Ollama in Action: Building Safe, Private AI with LLMs, Function Calling and Agents
Ollama in Action: Building Safe, Private AI with LLMs, Function Calling and Agents
About the Book
Use Ollama to run powerful LLMs on your home computer and on-premises computers at work to maintain data privacy and control of your tech stack. Clear Python code examples and recommendations for effectively using Ollama will get you started quickly if you are new to LLMs and if you are a seasoned professional you will learn a few useful tips and techniques.
Table of Contents
- Preface
- Setting Up Your Computing Environment for Using Ollama and Using Book Example Programs
- Using Ollama From the Command Line
- Short Examples
- LLM Tool Calling with Ollama
- Automatic Evaluation of LLM Results: More Tool Examples
- Building Agents with Ollama and the Hugging Face smolagents Library
- Using the Unsloth Library on Google Colab to FineTune Models for Ollama
- Reasoning with Large Language Models
- Using Property Graph Database with Ollama
- Book Wrap Up
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