Vector Database
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What is Vector Database?
A vector database is a type of database that stores data as high-dimensional vectors, which are numerical representations of data features. It is commonly used for similarity searches, recommendation systems, and other applications where the semantic relationships between data points are important. By indexing and searching these vectors, vector databases enable efficient retrieval of similar data points based on proximity in the vector space.
What other technologies are related to Vector Database?
Vector Database Competitor Technologies
ChromaDB
ChromaDB is an open-source embedding database and a direct alternative to other vector databases.
Milvus
Milvus is an open-source vector database built to manage embedding vectors produced by machine learning models and neural networks and is a direct competitor.
FAISS
FAISS (Facebook AI Similarity Search) is a library for efficient similarity search and clustering of dense vectors. It is a competitor as it provides similar functionality for vector storage and search.
Pinecone
Pinecone is a managed vector database service and a direct competitor.
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Vector Database Complementary Technologies
P
Prompt Engineering
Prompt engineering is the process of designing and refining prompts for LLMs. Prompt engineering can be used to retrieve relevant information from vector databases.
LangChain
LangChain is a framework for developing applications powered by language models. It can be used to interact with and manage vector databases.
R
RAG
Retrieval-augmented generation (RAG) is a technique often used with vector databases to improve the quality of generated text by grounding it in relevant information retrieved from a vector database.
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Which job functions commonly mention Vector Database?
AI Engineer
0.2% of all AI Engineer jobs mention Vector Database
View 171
jobs on Sumble
Machine Learning
0.1% of all Machine Learning jobs mention Vector Database
View 67
jobs on Sumble
Data Scientist
71 Data Scientist jobs mention Vector Database
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jobs on Sumble
Data, Analytics & Machine Learning
327 Data, Analytics & Machine Learning jobs mention Vector Database
View 327
jobs on Sumble
Software Engineer
248 Software Engineer jobs mention Vector Database
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jobs on Sumble
Which organizations are mentioning Vector Database?
Microsoft
Scientific and Technical Services
Amgen
Health Care and Social Assistance
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