ventilator-pressure-prediction

Introduction

This repository is the code that placed 171st Google Brain - Ventilator Pressure Prediction competition.

Model Architecture

Benchmark

Score	CV	Public LB	Private LB
LightAutoML-liner	0.1756	0.1641	0.1671
Resnet-LSTM	0.1601	0.1405	0.1416
DNN-LSTM	0.1563	0.1385	0.1414
Stacking-LightGBM(15-GroupKfold)	0.1521	0.1365	0.1386
LSTM(10-Kfold)	0.1620	0.1456	0.1475

Requirements

• numpy
• pandas
• scikit-learn
• lightgbm
• optuna
• neptune.ai
• hydra
• tensorflow 2.0

Reference

• LightAutoML
• Bidirect-LSTM
• FineTune of Bidirect-LSTM
• Ensemble Folds with MEDIAN
• Ventilator Train classification
• LightGBM select features