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Beginner
Artificial Intelligence & Machine Learning
en
Fundamentals of Retrieval-Augmented Generation with LangChain
Educative
Platform
· Washington, USA
About this course
Explore this beginner RAG course to learn the basics of retrieval-augmented generation. You will understand RAG architecture and workflows, implement end-to-end RAG pipelines using LangChain, apply effective indexing and retrieval strategies, create augmented queries and context-driven responses, and build interactive web applications with Streamlit to make user-friendly RAG applications.
Prerequisite Skills
Skills you should have before taking this course
Python
Basic Machine Learning Concepts
Basic understanding of APIs
Skills Gained
Skills you will develop by completing this course
Large Language Models
Retrieval-Augmented Generation (RAG)
LangChain
Vector databases and vector stores
Information retrieval
Indexing techniques
Streamlit
Building AI web applications