new notebook

Author: rflamary

README.md

@@ -41,7 +41,7 @@ The examples folder contain several examples and use case for the library.
 * [1D optimal transport](examples/Demo_1D_OT.ipynb)
 * [2D optimal transport on empirical distributions](examples/Demo_2D_OT_samples.ipynb)
 * [1D Wasserstein barycenter](examples/Demo_1D_barycenter.ipynb)
-* [OT with user provided regularizat](examples/Demo_Optim_OTreg.ipynb)
+* [OT with user provided regularization](examples/Demo_Optim_OTreg.ipynb)
 
 
 ## Acknowledgements