Understanding Vector Databases: Embeddings, Indexes, and Use Cases
A clear explanation of vector databases, including what vector embeddings and indexes are, how they function, and their practical applications.

AssemblyAI
577.8K views • May 6, 2023

About this video
Vector Databases simply explained. Learn what vector databases and vector embeddings are and how they work. Then I'll go over some use cases for it and I briefly show you different options you can use.
Resources:
- Gentle introduction: https://frankzliu.com/blog/a-gentle-introduction-to-vector-databases
- What is a vector database: https://www.pinecone.io/learn/vector-database/
Get your Free Token for AssemblyAI👇
https://www.assemblyai.com/?utm_source=youtube&utm_medium=referral&utm_campaign=yt_pat_75
00:00 - Intro
00:44 - Why do we need vector databases
01:29 - Vector embeddings and indexes
02:58 - Use cases
03:45 - Different vector databases
Vector Database Options:
- Pinecone
- Weaviate
- Chroma
- Redis
- Qdrant
- Milvus
- Vespa
▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬
🖥️ Website: https://www.assemblyai.com
🐦 Twitter: https://twitter.com/AssemblyAI
🦾 Discord: https://discord.gg/Cd8MyVJAXd
▶️ Subscribe: https://www.youtube.com/c/AssemblyAI?sub_confirmation=1
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#MachineLearning #DeepLearning
Resources:
- Gentle introduction: https://frankzliu.com/blog/a-gentle-introduction-to-vector-databases
- What is a vector database: https://www.pinecone.io/learn/vector-database/
Get your Free Token for AssemblyAI👇
https://www.assemblyai.com/?utm_source=youtube&utm_medium=referral&utm_campaign=yt_pat_75
00:00 - Intro
00:44 - Why do we need vector databases
01:29 - Vector embeddings and indexes
02:58 - Use cases
03:45 - Different vector databases
Vector Database Options:
- Pinecone
- Weaviate
- Chroma
- Redis
- Qdrant
- Milvus
- Vespa
▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬
🖥️ Website: https://www.assemblyai.com
🐦 Twitter: https://twitter.com/AssemblyAI
🦾 Discord: https://discord.gg/Cd8MyVJAXd
▶️ Subscribe: https://www.youtube.com/c/AssemblyAI?sub_confirmation=1
🔥 We're hiring! Check our open roles: https://www.assemblyai.com/careers
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#MachineLearning #DeepLearning
Video Information
Views
577.8K
Likes
12.3K
Duration
4:23
Published
May 6, 2023
User Reviews
4.8
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