I am working on creating deep neural network on geospatial dataset and wanted to know how to do the sampling so that I can increase the presence of solar panels in the images.

I cannot use entire dataset because its huge so I am looking for some sampling technique so that I can increase the efficiency. Moreover, I am interested in knowing how do we decide the sampling technique or is there any way of determining it through statistical way.

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