tensorflow/data-validation

Model analysis tools for TensorFlow

Always know what to expect from your data.

What's in your data? Extract schema, statistics and entities from datasets

Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

A declarative, 🐻‍❄️-native data frame validation library.

Data validation toolkit for assessing and monitoring data quality.

For recording and retrieving metadata associated with ML developer and data scientist workflows.

A light-weight, flexible, and expressive statistical data testing library