Solved by ptrblck in post #4 
              
              
                Thanks for the information! I misunderstood the data loading and thought each file was saved separately. 
Do you still have the large file containing all images? 
If so and if it’s saved as a binary file using numpy, you might load only certain parts of this file with np.memmap.