Introduction
- Course Introduction
- What is RAG and Why DevOps Teams Need It
- RAG Architecture Deep Dive
- When to Use RAG vs Alternatives
- Demo Ollama Setup and Walkthrough
- Demo Connecting with Ollama
- Demo Apple Silicon and Ollama
- Demo NVIDIA Architecture and Ollama
- Demo Project Structure and Development Environment
Document Processing and Chunking
- Document Ingestion Fundamentals
- Demo Ingesting Text
- Demo Ingesting Docx
- Demo Ingesting PDF
- Demo Ingesting CSV
- Chunking Strategies Explained
- Demo Advanced Chunking Strategies
Keyword Search & Retrieval
- Introduction to Retrieval Methods
- Reranking
- TF IDF Algorithm
- BM25 Algorithm
- Demo Keyword search vs Semantic search
Semantic Search & Embeddings
- Limitations of Keyword Search
- Understanding Embedding Models
- Sentence Transformers
- Similarity Calculations
- Demo BM25 vs Semantic Search
- Demo From Keyword to Semantic Search