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VECTOR DATABASES - Coggle Diagram
VECTOR DATABASES
Architecture
Data Input
Embedding Model
Vector Storage
Indexing
Query Engine
Search Results
Popular Databases
Pinecone
Milvus
Weaviate
Chroma
Qdrant
Applications
Chatbots
Recommendation Systems
Semantic Search
Image Search
Voice Search
Key Concepts
Embeddings
Vector Index
Distance Metrics
Metadata
Advantages
Accurate Search
AI-Friendly
Low Latency
Handles Large Data
Challenges
High Storage
Complex Indexing
Model Dependency
Scalability Issues
Future Trends
Generative AI
RAG
Multimodal AI
Autonomous Agents
Definition
AI-Optimized Database
Stores Vectors
Similarity Search
Search Methods
Cosine Similarity
Euclidean Distance
Dot Product