Advanced RAG Techniques

Re-ranking in Advanced RAG

Advanced RAG Techniques

Context Injection in RAG Prompts

Prompt Construction and Context Injection

Prompt Construction and Context Injection

Embeddings and Vector Representations

Chunk Size and Overlap Tradeoffs

How RAG Reduces Hallucinations

Top-K Retrieval and Choosing K

Vector Databases and Their Role

Similarity Metrics

Document Chunking Strategies

What is RAG and Why It Exists

RAG vs Fine-Tuning for Knowledge

Embedding Models and Selection

Semantic Similarity Search

The RAG Pipeline