Update README.md

update the last notebook changes and removed outputs of inference

Update README.md

reorganization

added outputs and changed notebook and script

added coments and reorganice

add inference files

added notebooks for the different models

deleted all unnesecary notebooks

added latests notebooks

modified gpu notebook

removed png of predictions

added gpu notebook and inference files

added lr scheduler and filtred DS

added test train with partial dataset, adam and sgd