Mastering Vector Databases & Embeddings (OpenAI embedding and Chroma vector database)
💡Want to learn everything about Vector Databases and embeddings? Then this video is just for you! Vector databases are largely getting used for various use cases of Machin learning such as LLM, ChatGPT, or recommendation systems. Learn how vector databases are different compared to traditional ones, what are common vector databases, what are embeddings, how you can use pre-trained embeddings such as OpenAI, and how to use a vector database such as Chroma to insert data and query it.
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00:00 - Intro
01:02 - What are Vector databases and why to use them?
01:22 - Vector Databases vs traditional databases
02:07 - Use cases of Vector database
02:34 - Emdeddings
04:28 - Vector databases Examples
05:31 - How to use OpenAI Emdeddings
07:45 - How to use a Vector database (Chroma)
🔍Vector databases:
Chroma: https://www.trychroma.com/
Pinecone: https://www.pinecone.io/
Milvus: https://milvus.io/
📚Resources:
OpenAI Embeddings: https://platform.openai.com/docs/guid...
Basic embedding retrieval with Chroma: https://colab.research.google.com/dri...
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