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Using the TransformerEncoder models (US)

This explores how well the transformer encoder works at COVID-19 forecasting. Specifically we will look at how well it predicts different periods in April and May. In this file the orange lines are the actual reported number of new cases (from CDC) and the blue lines are the new cases predicted by the model. In this first instance pre-training is done on a model pre-trained on river/stream flow flow information. We plan on later comparing its performance with models pre-trained on other pandemic data.
Created on May 28|Last edited on June 24

Working with limited data




02468epoch0.511.52
Run set
1


Global Parameter Importances




April Week
2041
May Week
9398


Los Angeles County




Run set
2
Run set 3
2


Los Angeles County Param Compared




Run set
1761
Run set 3
622


Cook County Illinois




Run set
2
Run set 2
2


Maricopa County AZ




Run set
2
Run set 2
2


Middlesex County, MA




Run set
2
Run set 2
2


Parameter Importance Different Counties




Michigan Wayne County
1311
Maricopa County
3950
Run set 3
0


Queens County, NY




Run set
2


Dallas Texas




Run set
2