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Vector Database Exploration

Application for exploring vector database embeddings and similarity search with 3D and 20D visualizations.

Vector Database Visualization

Technologies

Tool Usage in this project
Python Backend
FastAPI REST API framework
Hugging Face ll-MiniLM-L6-v2 model for text to vector embedding
Scikit-learn PCA vector decomposition
D3.js 20D data visualization
Three.js 3D data visualization

Development

make setup  - Create virtual environment and install dependencies
make start  - Start frontend and backend
make test   - Run unit tests
make stop   - Stop frontend and backend