Guide for different folders and files:
- data_raw: air pollution concentrations for Pittsburgh from the Mobile Aerosol Mass Spectrometer (AMS) dataset, developed by the Center for Air, Climate and Energy Solutions (CACES).
- output: contains intermediate outputs from the process of hyperparameter tuning for Gaussian Processes.
- train_val_split: contains datasets after cleaning and train/validation splits.
- FourierTransform.ipynb: contains code for Fourier Transform.
- Gp.ipynb: contains code for Gaussian Process exploration and implementation.
- baseline.ipynb: contains code for baseline analysis.
- data_split.ipynb: contains code for data splitting.
- eda.ipynb: contains code for exploratory data analysis.
- gp_fourier.ipynb: contains code for Gaussian Process implementation after obtaining prominent periodicities from Fourier Transform.
- map.png: a map of city of Pittsburgh for EDA.