Got the basic logistic model working and rescaled the spectrograms to 256x256. Currently there's a memory error when dealing with large enough datasets that needs to be resolved.
Successful run of logistic model on 256x256 spectrograms of crows and white-crowns.
Convolutional MLP seems to be working now...