Updated main image with PSNR

Update main_samples.png

Update README.md

Notebook now shows how to do inference only. Training with train.py

Updated samples

More flexible training script

Little bit of refactoring

Misc updates

Sample calls for training network

Tinry refactor

Transfer learning from lower level SR

Remove backend message

Faster image generation

Remove "Using XX backend" message

Fixup of training script