stack-info-leak

AutoGluon is a required dependency for using this library, along with s3fs:

# Requires Python 3.7, 3.8, or 3.9
git clone https://github.com/Innixma/stack-info-leak.git
pip install s3fs
pip install --pre autogluon  # or source install

Try it out with the examples:

python examples/run_santander.py

Stack info leakage correction techniques

Default

No stack info leakage correction

AddNoise

Adds random noise to all out-of-fold predictions of the L1 models

AddSwap

Swaps a proportion of out-of-fold predictions of the L1 models randomly across rows

AddDropout

Drops a proportion of out-of-fold predictions of the L1 models randomly (replaced with constant predictor value)