/aerosols-vertical-profiles

This repo contains materials for paper "Reconstructing Aerosols Vertical Profiles with Aggregate Output Learning" at ICML CCAI 2021 workshop

Primary LanguagePython

Reconstructing Aerosols Vertical Profiles with Aggregate Output Learning

Download data and place under aerosols-vertical-profiles/data/ directory.

Run Aggregate Ridge Regression

$ python run_ridge_regression.py --cfg=config/ridge_regression.yaml --o=my/output/dir --plot

Run Two Stage Aggregate Ridge Regression

$ python run_two_stage_ridge_regression.py --cfg=config/two_staged_ridge_regression.yaml --o=my/output/dir --plot

Installation

Code implemented in Python 3.8.0

Setting up environment

Create and activate environment

$ pyenv virtualenv 3.8.0 venv
$ pyenv activate venv
$ (venv)

Install dependencies

$ (venv) pip install -r requirements.txt