Retrieval-Augmented Generation (RAG)

18 lessons in AI Engineering / Working with LLMs

• Advanced RAG TechniquesSlides / Video
• Re-ranking in Advanced RAGQuiz
• Advanced RAG TechniquesFlashcard
• Context Injection in RAG PromptsQuiz
• Prompt Construction and Context InjectionSlides / Video
• Prompt Construction and Context InjectionFlashcard
• What is RAG and Why It ExistsFlashcard
• Embeddings and Vector RepresentationsFlashcard
• Chunk Size and Overlap TradeoffsFlashcard
• The RAG PipelineFlashcard
• Vector Databases and Their RoleFlashcard
• Similarity MetricsFlashcard
• RAG vs Fine-Tuning for KnowledgeFlashcard
• Semantic Similarity SearchFlashcard
• Top-K Retrieval and Choosing KFlashcard
• Embedding Models and SelectionFlashcard
• How RAG Reduces HallucinationsFlashcard
• Document Chunking StrategiesFlashcard