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Building Data-Driven Applications with LlamaIndex

Building Data-Driven Applications with LlamaIndex

By : Andrei Gheorghiu
5 (10)
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Building Data-Driven Applications with LlamaIndex

Building Data-Driven Applications with LlamaIndex

5 (10)
By: Andrei Gheorghiu

Overview of this book

Discover the immense potential of Generative AI and Large Language Models (LLMs) with this comprehensive guide. Learn to overcome LLM limitations, such as contextual memory constraints, prompt size issues, real-time data gaps, and occasional ‘hallucinations’. Follow practical examples to personalize and launch your LlamaIndex projects, mastering skills in ingesting, indexing, querying, and connecting dynamic knowledge bases. From fundamental LLM concepts to LlamaIndex deployment and customization, this book provides a holistic grasp of LlamaIndex's capabilities and applications. By the end, you'll be able to resolve LLM challenges and build interactive AI-driven applications using best practices in prompt engineering and troubleshooting Generative AI projects.
Table of Contents (18 chapters)
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Free Chapter
1
Part 1:Introduction to Generative AI and LlamaIndex
4
Part 2: Starting Your First LlamaIndex Project
8
Part 3: Retrieving and Working with Indexed Data
12
Part 4: Customization, Prompt Engineering, and Final Words

Why prompts are your secret weapon

I was 6 years old when I started writing my first lines of code using a ZX Spectrum computer. At the time, in the mid-1980s, computers were still a new thing in the world, and not many people understood the extraordinary impact they were going to have on human society. Today, we all live in a reality dominated, and in many ways, driven by technology. The way we relate to technology has also changed fundamentally in the last 40 years. Almost all human activities have come to be touched to a greater or lesser extent by technological progress.

What hasn’t changed much is the way we interact with technology. With a few notable exceptions – such as the introduction of touch screens and voice interfaces – our interaction with technology has remained almost unchanged. We use, as we did 40 years ago, rudimentary methods to get computers to perform the functions we need.

Clarification

When I say rudimentary, I’m not necessarily...

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