Pre-flight validation and reliability checks for ML pipelines
Project description
MLCheck
MLCheck is an open-source Python library for pre-flight validation and reliability checks in machine learning pipelines.
It helps ML engineers detect silent failures such as:
- Data leakage
- Schema mismatches
- Shape inconsistencies
- Invalid training setups
Why MLCheck?
Most ML failures happen before deployment and go unnoticed. MLCheck acts like a linter for ML systems.
Installation
pip install mlcheck
Quick Example
from mlcheck import check
report = check(X_train, X_test, y_train)
report.show()
Project Status
🚧 Early development (v0.0.1) APIs may change until v1.0.
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