GitHub - Lizhecheng02/Kaggle-Detect_Sleep_States: Predicting changes in sleep states based on sleep monitoring data. (Mainly PrecTime model)

This Repo is For Kaggle Child Mind Institute - Detect Sleep States Competition

PrecTime.py

Base model with constant parameters
PrecTime - LSTM

Use LSTM models for Inter-Window Context Detection
PrecTime - GRU

Use GRU models for Inter-Window Context Detection
PrecTime - Transformer

Replace LSTM by Transformer for Inter-Window Context Detection
PrecTime - Final

Combine LSTM and Transformer + Adjustable parameters + Automatic parameter calculation

Name		Name	Last commit message	Last commit date
Latest commit History 68 Commits
.python_version		.python_version
Data Preparation - Lzc.ipynb		Data Preparation - Lzc.ipynb
Final Train Code - Lzc.ipynb		Final Train Code - Lzc.ipynb
GRU KFolds - Lzc.ipynb		GRU KFolds - Lzc.ipynb
Inference - Lzc.ipynb		Inference - Lzc.ipynb
PrecTime-Combined-Lzc.py		PrecTime-Combined-Lzc.py
PrecTime-Final-Lzc.py		PrecTime-Final-Lzc.py
PrecTime-GRU-Lzc.py		PrecTime-GRU-Lzc.py
PrecTime-LSTM-Lzc.py		PrecTime-LSTM-Lzc.py
PrecTime-Transformer-Lzc.py		PrecTime-Transformer-Lzc.py
PrecTime.py		PrecTime.py
README.md		README.md
Train Code - Lzc.ipynb		Train Code - Lzc.ipynb
Train Code KFolds - Lzc.ipynb		Train Code KFolds - Lzc.ipynb
Transformer Baseline - Lzc.ipynb		Transformer Baseline - Lzc.ipynb
main.py		main.py
plot.png		plot.png
sample_submission.csv		sample_submission.csv