In Greek mythology, Soteria (Ancient Greek: Σωτηρία) was the goddess or spirit (daimon) of safety and salvation, deliverance, and preservation from harm (not to be mistaken for Eleos). [Wikipedia article]
In Grab, Soteria will bring safety to our beloved Grab passanger by helping Grabbers identify whether the trip is dangerous or safe
Read experiment.ipynb to understand the intuition
Soteria is built with:
- python 3.6
- keras 2.2.4
- tensorflow 1.13.1
- numpy 1.16.3
- pandas 0.23.4
- scikit-learn 0.20.3
- matplotlib 3.1.0
- h5py
Please make sure you install those dependecies before run the engine
- Via command prompt:
python run_soteria.py path/to/features path/to/labels - Via jupyter notebook
- MSLTM-FCN https://github.com/titu1994/MLSTM-FCN
- AUC Metric for Keras (Jacek AUC) https://www.kaggle.com/c/porto-seguro-safe-driver-prediction/discussion/41108