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Workshops Unlocking Knowledge with RAG Models: Build a Retrieval-Augmented Generation System

Unlocking Knowledge with RAG Models: Build a Retrieval-Augmented Generation System

Retrieval-Augmented Generation (RAG) models are the latest in AI-driven language systems. In this workshop we'll guide you through building a RAG-based system using Microsoft Azure services. We will demonstrate how to leverage Azure's AI capabilities to create a modern, scalable RAG solution that delivers intelligent, context-aware responses.

FREE

Upcoming cohort

Jan 21, 2025

Meeting time

Tuesday, 12:00PM ET

Unlocking Knowledge with RAG Models: Build a Retrieval-Augmented Generation System

What will I learn?

Master the Foundations of LLMs: Learn what LLMs are and how they work.
Hands-On Experience: Go through a practical, end-to-end example of setting up a RAG system on Microsoft Azure.

Gain Expertise in Automated Information Retrieval: Learn how to automate information retrieval and combine it with LLMs.

Curriculum

The Basics of Large Language Models (LLMs)

Understand what Large Language Models are, how they work, and what their role is in natural language processing (NLP). Explore the limitations and strengths of LLMs and their applications in real-world scenarios.

Why Advanced Information Retrieval is Needed

Explore how RAG models solve the limitations of traditional generative models. Understand the drivers behind the growing demand for real-time, accurate information across industries.

Challenges in Implementing RAG Systems

Learn about the technical and computational hurdles involved in building retrieval-augmented data pipelines. Discuss the tradeoffs between retrieval accuracy and model complexity.

Building a RAG System on Azure

Leverage Microsoft Azure's suite of AI and cloud services to build a RAG system. This hands-on project with include using Azure OpenAI and Azure AI Search to deploy a RAG system.

Why Edlitera?

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What people are saying

"I walked into the bootcamp with some basic Python syntax and walked out with a much stronger, contextualized grasp of Python, an understanding of common mistakes, the ability to solve basic coding problems, and confidence in my ability to learn more."

Randi S., Edlitera Student

Randi S., a graduate of Edlitera's Python training bootcamp

"I wanted to learn Python and be able to process data without being tied and limited by Excel and macros. These classes gave me all the tools to do so and beyond. The materials provided, the engagement of the class by the tutors and their availability to help us were excellent."

Gaston G., Edlitera Student

Gaston G., a graduate of Edlitera's Python training bootcamp