I was living in Beijing for four years and was tired of not knowing when it would be clean enough to safely jog outside without a mask.
What it does
It takes the weather forecast and builds predictions off it.
How I built it
My taking lots of data and training a random forest.
Challenges I ran into
Realizing that it was time series data so that previous predictions wound up being predictor variables, which complicated things.
Accomplishments that I'm proud of
Getting dependencies loaded on EC2
What I learned
How to build a machine learning driven angular app
What's next for Pollution Forecast Machine
Get data related to car emissions and factory emissions and tweak the model