scikit-learn expects 2d num arrays for the training dataset for a fit function. The dataset you are passing in is a 3d array you need to reshape the array into a 2d.
nsamples, nx, ny = train_dataset.shape d2_train_dataset = train_dataset.reshape((nsamples,nx*ny))
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