Challenges in Building RAG Applications
Master the practical skills to develop scalable, secure, and efficient LLM applications and RAG systems for business success.
Introduction
Learning Objectives
Introduction
Fixed vs Semantic vs Recursive Chunking
Chunking Overlap and Context Preservation
Metadata Management and Document Linking
Quiz
Introduction
Semantic vs Hybrid Search
Using Rerankers to Reduce Hallucination
Filtering, Context Windows, and Trust Scores
Quiz
Introduction
Evaluating RAG Performance
Latency, Caching and Cost-Effective Deployment
DSPy, KG-RAG and Feedback Loops
Quiz
Coding Exercises
Graded Quiz