Solved by ptrblck in post #2 
              
              
                You could use scipy.io.loadmat to load the MATLAB files. 
Once you have loaded them as numpy arrays, you would have to transform them to tensors via torch.from_numpy(). 
I would recommend to write a custom Dataset as described here for this use case.