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Introduction to RAG
from CMKL University
About this Course
Supercharge your artificial intelligence applications with Retrieval-Augmented Generation (RAG)! This beginner-friendly, highly hands-on course walks you through exactly how RAG works. It teaches you how to design and build a complete, customized knowledge retrieval system from scratch, and expertly guides you in taking your AI project from a simple prototype to robust, real-world applications.
Course Content
1. Meet RAG
Introduction to Retrieval-Augmented Generation and its core benefits.
2. Building a RAG System from Scratch
Hands-on implementation of document ingestion, embeddings, and vector databases.
3. Running RAG in the Real World
Deploying, evaluating, and scaling RAG architectures for production environments.
This course includes:
- Hands On RAG Building Exercises from scratch
- Unlimited LLM Access for RAG Building
- Badge of Completion
Requirements
- Basic understanding of Python
- A curious mind and willingness to learn