/Volatility-Kaggle

Development repo for Optiver Volatility Kaggle competition.

Primary LanguageJupyter NotebookGNU General Public License v3.0GPL-3.0

Volatility-Kaggle

Development repo for Optiver Realized Vol Prediction Kaggle competition.

Notes

PyTorch Experiments:

  • Initial baseline: trained shallow MLP. Decent results w/ RMSPE @ ~.36
  • Transformer baseline: trained transformer architecture. Vol is typically localized - transformer may be able to learn this locality wrt attention weights. Current implementation overfits big-time. Have to fix issues w/ output shape as well.
  • Update: Torch v3 model (including filtered sampling and FE) improved score to ~.349