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Lesson 6: LLMs, Knowledge Bases & Organizing Data for RAG

Optimize your AI Agent’s Knowledge Base for Superior Data Retrieval and Generation.

Introduction to LLMs & RAG

Welcome to Lesson 6 of our AI Agents Course. This lesson is a deep dive into the world of Large Language Models (LLMs), Knowledge Bases, and how to effectively organize data for Retrieval Augmented Generation (RAG). As we transition from basic conversational design to more complex AI integrations, understanding these advanced tools is crucial for anyone serious about developing sophisticated AI solutions.

What to Expect:

In this lesson, you’ll gain a comprehensive understanding of how LLMs function and the best practices for training them using your knowledge bases. We will explore the intricacies of optimizing data for RAG to ensure your AI agent can retrieve information effectively and enhance the accuracy of generated content.

By the end of this lesson, you will have the knowledge to:

  • Understand the mechanics of Large Language Models and their applications.

  • Integrate and utilize knowledge bases to train LLMs.

  • Optimize your data setup for efficient use in Retrieval Augmented Generation.

Prepare to enhance your AI agent’s capabilities by mastering the art of data organization and LLM training.

Time: 30 Minutes

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