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Retrieval-Augmented Generation (RAG) with LlamaIndex

( Duration: 1 Day )

This Retrieval-Augmented Generation (RAG) with LlamaIndex training course covers the fundamental concepts of LlamaIndex, including data loading, indexing, and efficient querying using large language models (LLMs). You will gain practical knowledge on organizing LlamaIndex and effectively storing and retrieving data to support advanced AI operations.

Dive deeper into the intricacies of RAG systems, exploring key components like the ingestion and query pipelines. Learn the art of prompt engineering, crucial for tailoring AI interactions, and prepare data efficiently to enhance system performance. The course concludes with an in-depth examination of RAG evaluation, where you will master evaluation metrics and learn to create robust evaluation sets to ensure the effectiveness of your AI systems.

Attendees for Retrieval-Augmented Generation (RAG) with LlamaIndex workshop should have:

  • Minimum of 1 year of working experience.

COURSE AGENDA

1

Fundamental Concepts in LlamaIndex

  • How LlamaIndex is organized
  • Using LLMs
  • Loading data
  • Indexing
  • Storing and retrieving
  • Querying
  • Agents
2

Introduction to RAG

  • Components of a RAG system
  • Ingestion pipeline
  • Query pipeline
  • Prompt engineering for RAG
  • Data preparation for RAG
3

RAG Evaluation

  • Introduction to RAG evaluation
  • Evaluation metrics
  • How to create an evaluation set

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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