Build Your Own AI

What is Build Your Own AI?

Build Your Own AI is a comprehensive guide designed for developers who want to build real-world AI applications using large language models (LLMs). Written by a developer for developers, this book provides practical insights and step-by-step instructions to help you understand and implement AI solutions effectively.

What are the key features of Build Your Own AI?

• Core Concepts: Learn essential terms and meanings to build a strong knowledge foundation.
• Running LLMs Locally: Discover how to run large language models on your own device for full control, enhanced privacy, and improved performance.
• Prompt Engineering: Gain the knowledge to interact with your model and learn how your input shapes the responses from an LLM.
• Data Extraction & Creation: Use LLMs for data extraction and creation, such as summarization, translation, and more.
• RAG (Retrieval-Augmented Generation): Expand your model's capabilities with vector databases and document retrieval to provide accurate and context-rich responses.
• Tool Calling: Enhance your AI's functionality, efficiency, and personalization by adding tools.
• Agents: Learn how to build complex scenarios with agents.
• Basics of Fine-tuning: Get a sneak peek into the world of fine-tuning and learn the general approach and requirements for fine-tuning a model for specific tasks.
• Tips & Tricks: Discover effective ways to use LLMs and get the most out of them.

How does Build Your Own AI work?

Build Your Own AI is structured to provide a clear, logical sequence of information. Each chapter is summarized to give you a clear overview of the content, allowing you to understand what each section covers before diving into the full details. The book focuses on core concepts and patterns that every developer can benefit from, illustrated in clean, straightforward TypeScript. No frameworks, no libraries—just pure logic and simple HTTP requests.

How to use Build Your Own AI?

1. Preview the Book: You can preview the entire book to understand what each section covers before diving into the full details.
2. Choose Your Language: The book is designed to be adaptable to any programming language you prefer. No need to learn a new language to dive into this book.
3. Apply the Knowledge: Use the knowledge gained from the book to build your own AI applications.

Why choose Build Your Own AI?

• Structured and Comprehensive: While there's a wealth of material available, such as blogs, Python playbooks, and videos, it's often difficult and time-consuming to find and organize the information in the right order. This book offers a structured and comprehensive guide, saving you time and effort.
• Framework-free: No abstractions, no hidden functionality. Just flexible, universal understanding.
• Easily Adaptable: Apply the knowledge to any language you prefer.

Who is Build Your Own AI for?

This book is perfect for absolute beginners, those with some existing knowledge, and enthusiasts alike. While it's not designed for scientists, it caters to everyone else looking to deepen their understanding and skills in coding with large language models.

Best way to build AI applications?

Build Your Own AI provides a practical and comprehensive guide to help you build real-world AI applications. With its structured approach and clear explanations, you can quickly understand and implement AI solutions effectively.