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Dropout PV system ID & PV metadata

Open JackKelly opened this issue 4 years ago • 0 comments

During training:

With some probability (30%?), zero-out the output from the PV system ID encoding. And, separately, zero-out different elements of the PV metadata.

Then, during inference, just feed the network zeros for any missing metadata, or zero-out the ID encoding if we haven't seen this PV system during training.

With luck, this should clearly fatten-out the probability distribution of the predicted PV yield.

JackKelly avatar Jul 10 '21 19:07 JackKelly