Title: Week 01 Resources
Course: AIINFRA 301: Production RAG & LLMOps — Observability and Evaluation > Section: Week 01 — Introduction to Production RAG Architecture and the LLMOps Lifecycle

📚 Resources

- Title: LLMOps Lifecycle Stages: https://apxml.com/courses/mlops-for-large-models-llmops/chapter-1-foundations-llmops/llmops-lifecycle-stages
- Title: RAGOps: Operating and Managing RAG Pipelines: https://arxiv.org/html/2506.03401v1
- Title: Retrieval Augmented Generation (RAG) — Databricks Docs: https://docs.databricks.com/aws/en/generative-ai/retrieval-augmented-generation
- Title: MLflow GenAI Tracing Quickstart (self-hosted, local): https://mlflow.org/docs/latest/genai/tracing/quickstart/
- Title: Langfuse self-hosted with Docker Compose: https://langfuse.com/self-hosting
- Title: Mastering LLM Techniques: LLMOps — NVIDIA Technical Blog: https://developer.nvidia.com/blog/mastering-llm-techniques-llmops/

Week 02 · Embeddings and Vector Representations for Retrieval

Notion ID: 392c08fd-0278-817b-b877-d7f78b0421d0 Notion URL: https://app.notion.com/p/392c08fd0278817bb877d7f78b0421d0