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Mars Spectrometry 2: Gas Chromatography challenge on DrivenData

This presents the implementation of my solution to the challenge (18th place).

Requirements

The packages necessary to run the code are listed below.

pip install -r requirements.txt

Data structure

The project is organized as follows:

gcms_data
+-- raw data
+-- features
+-- models
+-- predictions

Generate submissions

There are two ways to run the code for this project:

  • sandalone notebook gcms.ipynb, or
  • .py scripts in order to do the pre-processing, hyperparameters tuning, training, and predictions tasks:
python preprocessing.py
python hyperparameter_tuning.py
python training.py
python ensemble_and_submit.py

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