Gen AI - RAG Application Development using LlamaIndex: Master LLM Applications with LlamaIndex

Manas Dasgupta

$9.99 ~~$89.99~~

Video Jul 2024 7hrs 38mins 1st Edition

Manas Dasgupta

$9.99 ~~$89.99~~

Video Jul 2024 7hrs 38mins 1st Edition

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Key benefits

Comprehensive guide to LlamaIndex setup and usage
Advanced prompt engineering techniques
Integration with SQL and Chroma DB vector databases

Description

This course begins by introducing foundational concepts of Large Language Models (LLMs) and their applications, focusing on LlamaIndex. You'll set up your development environment and create your first LlamaIndex program, covering essential topics like advanced prompt engineering. As you progress, you'll delve deeper into LlamaIndex functionalities, including formatting prompt templates, designing conversational prompts, and using semantic similarity evaluators. The course also covers language embeddings, vector databases, and integrating LlamaIndex with SQL and Chroma DB vector databases. You'll learn to set up various query pipelines, such as sequential, DAG, and dataframe pipelines, for efficient handling of complex queries. In the final section, you'll apply your knowledge to practical scenarios. You'll build a calculator using a ReAct agent, develop a document agent with dynamically built tools, and construct a code checker with a Streamlit UI. Each module is designed to enhance your skills in creating versatile, AI-driven applications, preparing you to tackle real-world challenges in AI development.

Who is this book for?

This course is designed for intermediate to advanced developers and AI enthusiasts with a basic understanding of Python programming and machine learning concepts. Familiarity with LLMs and natural language processing will be beneficial but is not mandatory.