model_card.md

Model Card

For additional information see the Model Card paper: https://arxiv.org/pdf/1810.03993.pdf

Model Details

The model is a simple RandomForestClassifier(), the categorical columns were transformed using OnehotEncodings

Intended Use

This particular model is used to assess my understanding of course material at udacity MLDevOps course

Training Data

Training data is 80% of publicly available Census Bureau data

Evaluation Data

Training data is 20% of publicly available Census Bureau data

Metrics

precision: 0.7372754491017964 recall: 0.6265903307888041 fbeta: 0.6774415405777167

Ethical Considerations

Is strongly advised to do a indepth search for racial biases in case this model will be applied in some real application

Caveats and Recommendations

In case pytest does not work directly, try: python -m pytest tests/