NumPyro time series examples

Hi! I have been learning about NumPyro, particularly time series forecasting methods. I have made some personal notes for myself, but I wanted to share them with you all in case you find them useful. I tried to collect many examples and scattered code to make fully reproducible examples. Feedback is welcome!