In this seminar, we will discuss how to use deep learning to forecast and classify real world time series datasets in healthcare, climate, and agriculture using Flow Forecast, a deep learning for time series framework built in PyTorch. We will also discuss some of the latest advances and cutting edge research in the time series field.