Detect problematic data slices in unstructured and structured data β fast.
Sliceguard helps you to quickly discover problematic data segments. It supports structured data as well as unstructured data like images, text or audio. Sliceguard generates an interactive report with just a few lines of code:
from sliceguard import SliceGuard
sg = SliceGuard()
issues = sg.find_issues(df, features=["image"])
sg.report()
Install sliceguard by running pip install sliceguard[all]
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Go straight to our quickstart examples for your use case:
- πΌοΈ Unstructured Data (Images, Audio, Text) β πΉοΈ Interactive Demo
- π Structured Data (Numerical, Categorical Variables) β πΉοΈ Interactive Demo
- π Mixed Data (Contains Both) β πΉοΈ Interactive Demo
We maintain a public roadmap so you can follow along the development of this library.