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Lessons

Retrieval-Augmented Generation with LangChain

5 lessons · 2 hrs, 3 mins

Introduction to Retrieval-Augmented Generation (RAG)

7 parts · 21 minutes

Reading
Introduction
Reading · 1 min
Reading
Introduction to Retrieval-Augmented Generation
Reading · 6 mins
Video
Basic RAG Application Demo
Video · 3 mins
Reading
Introducing Embeddings & Vector Databases
Reading · 4 mins
Video
Embeddings & Vector Databases Demo
Video · 6 mins
Reading
Conclusion
Reading · 1 min

Working with Embeddings & Vector Databases

8 parts · 22 minutes

Locked
Introduction
Reading · 1 min
Locked
Vector Databases in RAG Applications
Reading · 3 mins
Locked
Vector Dimensions & Embeddings
Reading · 4 mins
Locked
Vector Embeddings Demo
Video · 4 mins
Locked
Introducing Chroma Database
Reading · 6 mins
Locked
Chroma Demo
Video · 5 mins
Locked
Conclusion
Reading · 1 min

Building a Basic RAG System with LangChain

7 parts · 25 minutes

Locked
Introduction
Reading · 1 min
Locked
Introducing SportsBuddy
Reading · 11 mins
Locked
Building a Basic RAG App Demo
Video · 4 mins
Locked
Enhancing a RAG App
Reading · 4 mins
Locked
Conversational RAG App Demo
Video · 4 mins
Locked
Conclusion
Reading · 1 min

Advanced RAG Techniques

7 parts · 17 minutes

Locked
Introduction
Reading · 1 min
Locked
Advanced RAG Techniques
Reading · 5 mins
Locked
OpenAI & LangChain Demo
Video · 4 mins
Locked
Enhancing a Basic RAG App
Reading · 4 mins
Locked
Enhancing a Basic RAG App Demo
Video · 3 mins
Locked
Conclusion
Reading · 1 min

Evaluating & Optimizing RAG Systems

8 parts · 35 minutes

Locked
Introduction
Reading · 1 min
Locked
Assessing a RAG Pipeline
Reading · 12 mins
Locked
Assessing a RAG Pipeline Demo
Video · 5 mins
Locked
Understanding Query Analysis
Reading · 7 mins
Locked
Understanding Query Analysis Demo
Video · 5 mins
Locked
Improving Conversational Traits
Reading · 5 mins
Locked
Conclusion
Reading · 1 min

QUIZ · 6 QUESTIONS

Quiz: Review of RAG

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Introduction to Retrieval-Augmented Generation (RAG)

Working with Embeddings & Vector Databases

Building a Basic RAG System with LangChain

Advanced RAG Techniques

Evaluating & Optimizing RAG Systems

All videos. All books.
One low price.

Check out our On-Demand Bootcamps on iOS Apple Intelligence, visionOS and more!

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All videos. All books. One low price.

Check out our On-Demand Bootcamps on iOS
Apple Intelligence, visionOS and more!

All videos. All books.
One low price.