Predicting Air Quality in Nairobi
In this project, I have worked with data from one of Africa’s largest open data platforms openAfrica, looked at air quality data from Nairobi and built a timeseries model to predict PM 2.5 readings throughout the day.
- Get data by querying a MongoDB database.
- Prepared time series data for analysis.
- Created ACF, PACF plot for the data.
- Built autoregression model, ARMA model.
- Improved a model by tuning its hyperparameters.
