whylogs
The open source standard for data logging
845
46
Data quality analysis
GEBI
GEBI: Global Explanations for Bias Identification. Open source code for discovering bias in data with skin lesion dataset
16
1
AIX360
Interpretability and explainability of data and machine learning models
1073
225
text
Making text a first-class citizen in TensorFlow.
914
192
amundsen
Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
3132
777
semantic
Parsing, analyzing, and comparing source code across many languages
8268
475
xai
XAI - An eXplainability toolbox for machine learning
800
123
AIF360
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
1674
543
deequ
Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
2160
389
data-validation
Library for exploring and validating machine learning data
617
122