OzetteTech/comparative-embedding-visualization
A Jupyter widget for comparing two embeddings with shared labels by their confusion, neighborhoods, and size.
This tool helps researchers in fields like biology or medicine understand how different data analysis methods impact their results. You provide two different 2D visual representations (embeddings) of the same dataset, along with shared labels for the data points. It then highlights critical differences in how well each method separates groups, handles noisy data, and represents the relationships between data points, giving you insights into your experimental findings.
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Use this if you need to visually compare two different ways of mapping complex data into a 2D space and understand how these methods affect the clarity and interpretation of your findings based on shared categories.
Not ideal if you're looking to generate initial 2D embeddings from raw data, or if you only have one embedding to analyze.
Stars
48
Forks
1
Language
Python
License
Apache-2.0
Category
Last pushed
Nov 14, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/embeddings/OzetteTech/comparative-embedding-visualization"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
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