milvus-io_bootcamp

Milvus Bootcamp

This bootcamp is designed to accelerate users of Milvus on their AI journey.

Three ways to use this bootcamp.

1. Self-service training. You can bring your own data, and follow along in the "Cheat Sheet", starting with "Getting Started with Milvus Tutorial". Best Practice theory (watch for 💡👉🏼 pointers) is mixed-in along with Tutorial instructions. You'll need time to customize the notebooks below to your data.
2. Zilliz-led hands-on, training. For best results, we will ask for a sample of your anonymized POC data at least 1 week in advance.
3. Milvus Starling Hero-led hands-on, training. See the separate instructions. For best results, ask for a sample of anonymized POC data at least 1 week in advance. You'll need time to customize the notebooks to their data.

📖 Tutorial Notebooks

Description	Reading	Milvus APIs used	Notebook	Video
HIGH-LEVEL INTRO TO VECTORS, EMBEDDINGS, VECTOR SEARCH, MILVUS VECTOR DATABASE	Vector Database 101
CONNECT TO MILVUS OR ZILLIZ	Getting Started with a Milvus Connection	- Milvus Connections	Connect to Milvus/Zilliz notebook	COMING SOON!
RETRIEVAL -Choose an embedding model -Choose a vector index -Load data -Semantic search	How to choose the right vector index	- Milvus Search - HNSW Index	Milvus search with lab exercises notebook	COMING SOON!
RAG - Open-source (HuggingFace) and closed-source LLMs (OpenAI) - Grounding LLMs with source citations	Build an Open Source Chatbot	APIs same as above plus - LangChain	ReadTheDocs RAG notebook	COMING SOON!
EVALUATE RAG	Optimizing RAG Evaluation Methodology	- Fiqa data - Ragas	Evaluation Ragas notebook	COMING SOON!
AGENTS	Limitations of OpenAI for custom RAG	APIs same as above plus - LlamaIndex - OpenAI Assistants	OpenAI Assistant with LlamaIndex notebook	COMING SOON!