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adversarial-validation-demo

Reproduction

First build the image:

docker build \
    --target production \
    -t adval:latest \
    .

and then run the container:

docker run \
    --init \
    -p 8888:8888 \
    --mount type=bind,source=.,target=/app \
    adval:latest

Jupyter notebooks will be available for review & reproduction at: http://127.0.0.1:8888/tree (requires token):

  • demo-house-prices.ipynb: where train & test datasets follow the same underlying distribution.
  • demo-sberbank-russian-housing-market.ipynb: where train & test datasets follow different underlying distributions.