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Y-oHr-N/m5-forecasting

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m5-forecasting

  • single day to day LGBM wightout the magic multiplier
  • objective: tweedie(p=1.2)
  • 100+ features
  • target: sales * sell_price
  • custom time series split (3 fold)

Usage

git clone https://github.com/Y-oHr-N/m5-forecasting.git
cd m5-forecasting
# Install related packages
pip install -r requirements.txt
# Download raw data
mkdir -p data/raw
kaggle competitions download m5-forecasting-accuracy --path data/raw
unzip data/raw/m5-forecasting-accuracy.zip -d data/raw
# Submit submission_accuracy.csv to m5-forecasting-accuracy
python src/main.py --description DESCRIPTION --accuracy
# Submit submission_uncertantinty.csv to m5-forecasting-uncertainty
python src/main.py --description DESCRIPTION --uncertainty

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m5-forecsting-accuracy: 143rd, m5-forecastinig-uncertainty: 80th

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