Air Pollutions in Ports

Start Project

venv virtual environment setup

(first time only) To create environment

python -m venv .venv

To start the virtual environment

source .venv/bin/activate 

Project Resources and Summary

• Linear Regression model - smaller dataset
• Linear regression model - larger dataset from DMI
• Deep Learning model - OneVsOneClassification
• Air Quality Forcast Model using Deep Learning appoarch
• Data Explorations and Visualizations on Tableau Public
• Presentation recording, which walks through the journey for the first model interation (6 mins)

Improvement

• It would not be possible to exclude other factors that contributin to the polluted air. The results over a year and a half shows that we do not have nay strong evidence showing that the increase in emission of cruises affect the air polllution. In the future improvement, we will have to consider more factors to provide more accurate result for the prediction such as road traffic.