Forecast interpolation at higher frequencies

[paxcema]

Implement a prediction argument that enables higher frequency forecasts.

For example, if we called a predictor trained on a daily dataset with HORIZON=3 like this:

predictions = predictor.predict(args={'freq': 'H'})

Then len(predictions) would equal 72, with each prediction made at every hour within the next 3 days.