Overview
Solve real-world problems easily with artificial intelligence (AI) using the LlamaIndex data framework to enhance your LLM-based Python applications Key Features Examine text chunking effects on RAG workflows and understand security in RAG app development Discover chatbots and agents and learn how to build complex conversation engines Build as you learn by applying the knowledge you gain to a hands-on project Book DescriptionDiscover 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.What you will learn Understand the LlamaIndex ecosystem and common use cases Master techniques to ingest and parse data from various sources into LlamaIndex Discover how to create optimized indexes tailored to your use cases Understand how to query LlamaIndex effectively and interpret responses Build an end-to-end interactive web application with LlamaIndex, Python, and Streamlit Customize a LlamaIndex configuration based on your project needs Predict costs and deal with potential privacy issues Deploy LlamaIndex applications that others can use Who this book is forThis book is for Python developers with basic knowledge of natural language processing (NLP) and LLMs looking to build interactive LLM applications. Experienced developers and conversational AI developers will also benefit from the advanced techniques covered in the book to fully unleash the capabilities of the framework.
Full Product Details
Author: Andrei Gheorghiu
Publisher: Packt Publishing Limited
Imprint: Packt Publishing Limited
ISBN: 9781835089507
ISBN 10: 183508950
Pages: 368
Publication Date: 10 May 2024
Audience:
General/trade
,
General
Format: Paperback
Publisher's Status: Active
Availability: Available To Order
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Author Information
Andrei Gheorghiu is an IT consultant and trainer with experience in generative AI. He developed the ""Prompt Engineering for Everyone"" course and has researched the LlamaIndex ecosystem, experimenting with its features and applications. His recent work includes using Generative AI to translate educational materials and testing virtual assistants for classroom use. With over 20 years in the IT industry, Andrei also holds certifications like ITIL Master and has trained more than 15,000 students.
