Build Your Own AI

Practical Insights for Building Real-World AI Applications:
A Developer’s Guide for Developers

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Who Is This Book For?

This book is written by a developer for developers and reflects my own learning process. It's 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.

Written by a Coder for Coders

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Do I Need To Learn Python Or Javascript/Typescript?

You're here because you love to learn, and that's fantastic. But don’t worry—you won’t need to learn a new language to dive into this book. It’s designed with YOU in mind, regardless of the programming language you’re most comfortable with. We’ll focus on core concepts and patterns that every developer can benefit from, all illustrated in clean, straightforward TypeScript. No frameworks, no libraries—just pure logic and simple HTTP requests, so you can jump right in and understand the ideas without any extra setup. Ready to explore?

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Use The Language YOU Love ❤️

  • Not only for Python or JS developers.
  •  
  • Framework-free – No abstractions. No hidden functionality.
  • No playbooks – Just flexible, universal understanding
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  • Easily adaptable – Apply the knowledge to any language you prefer.
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What Does the Book Include?

You can preview the entire book, with each chapter summarized to give you a clear overview of the content. This allows you to understand what each section covers before diving into the full details. Enjoy a thorough preview and see how the book can benefit you.

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Why Should I Buy The Book?

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 by presenting everything you need in a clear, logical sequence.

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Which Topics Are Covered?

Basic Understanding

Get a clear understanding of essential terms and meanings. Build a strong knowledge foundation with our easy-to-follow explanations.

Running LLM´s local

Learn 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. Learn how your input shapes the responses from a Large Language Model.

Data Extration & Creation

Get the knowledge to use LLMs for data extraction and creation, such as summarization, translation, and more.

RAG

Expand your model's capabilities with Retrieval-Augmented Generation (RAG). Integrate vector databases and document retrieval to provide accurate and context-rich responses..

Tool Calling

Take your AI to the next level by adding tools. Enjoy benefits like improved functionality, greater efficiency, and more personalized interactions.

Agents

We will figure out on how we can building complex scenarios with agents.

Basics of Finetuning

A sneak peek into the world of fine-tuning. Learn the general approach and what is required to fine-tune a model for specific tasks.

Tips & Tricks

Get some nice tips and tricks on how to use LLMs effectively and get the most out of them.

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Unlock the secrets of AI and Large Language Models (LLMs) to create revolutionary solutions with cutting-edge technology