Update README.md

Author: maziarraissi

README.md

@@ -1,3 +1,3 @@
-# Physics Informed Deep Learning
+# Physics Informed Neural Networks
 
-Thanks for your interest. Our papers are currently under review for publication and the codes will be publicly available on-line as soon as the review process is over. In the meantime, the papers are written in such a way that a reimplementation is easily feasible. There is also a code snippet included in thee first paper.
+Thanks for your interest. Our papers are currently under review for publication and the codes will be publicly available on-line as soon as the review process is over. In the meantime, the manuscripts are written in such a way that a reimplementation is easily feasible. There is also a code snippet included in the first paper. Hopefully we will hear back from the journal soon. Appologies for the wait ...