Merge pull request #3 from zickler/patch-1

Update readme.md

readme.md

@@ -45,9 +45,9 @@ pip install -e .
 Updated on July 12, 2024 | V3 -> V4
 - Documentation is still in development :o
 - (v4) An autodifferentiable RCWA field solver class is added. 
-- (v3) Memory problems? Gradient checkpointing is added throughout reducing memory when using DFlat.
-- (v3) You can now donwload this package from the PyPi Index!
-- (v3) Datasets and pre-trained models are now downloaded when called insetad of during install. Models are now initialized by their name instead of by paths to config files.
+- (v3) Memory problems? Gradient checkpointing is added throughout, reducing memory when using DFlat.
+- (v3) You can now download this package from the PyPi Index!
+- (v3) Datasets and pre-trained models are now downloaded when called instead of during install. Models are now initialized by their name instead of by paths to config files.
 - (v2) This repository is the home for the new and maintained version of DFlat. It replaces DFlat-Tensorflow. Note that this package is no longer a direct port of DFlat-tensorflow but is a complete rewrite (re-)released in February 2024. I recommend switching! The structure of the software is completely revamped and the algorithms used throughout are not the same as before. The initial pytorch port (now deprecated) is archived and kept as a branch.
 
 ## Usage and Documentation