new notebook

Author: rflamary

README.md

@@ -41,6 +41,8 @@ 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)
+
 
 ## Acknowledgements
 

docs/source/examples.rst

@@ -17,3 +17,8 @@ Examples
 -------------------------
 
 .. literalinclude:: ../../examples/demo_barycenter_1D.py
+
+OT with user provided regularization
+------------------------------------
+
+.. literalinclude:: ../../examples/demo_optim_OTreg.py