fixed bug in flow_estimator_forward_pass function.

Changed log parameters to be less frequent

changed validation ratio to be 10%, instead of ~99%, which was left accidentally from some debugging

update.

updated acknowledgements.

added a bit more to readme.

fixed new lines in readme.

fixed bug with readme images.

updated readme.

updated .gitignore

initial code commit.

Initial commit