I am working on making predictions about traffic trends in a big city. Traffic is very seasonnal, and depends on the time of the day (with peaks at 9am and 6pm), day of the week (Monday to Friday are alike compared to Sat and Sun), holidays (Xmas, school holidays etc). And I have 2 years (at hourly rate) of data.I am using a RandomForestRegressor to make a prediction on the year to come. Is that a correct algorithm for this class of problem?
Prediction algorithm for traffic
machine learning