Detect problematic data slices in unstructured and structured data โ 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:
- ๐ผ๏ธ Unstructured Data (Images, Audio, Text) โ ๐น๏ธ Interactive Demo
- ๐ Structured Data (Numerical, Categorical Variables) โ ๐น๏ธ Interactive Demo
- ๐ Mixed Data (Contains Both) โ ๐น๏ธ Interactive Demo
We maintain a public roadmap so you can follow along the development of this library.