update readme and doc

Author: rflamary

README.md

@@ -112,17 +112,17 @@ The examples folder contain several examples and use case for the library. The f
 
 Here is a list of the Python notebooks available [here](https://github.com/rflamary/POT/blob/master/notebooks/) if you want a quick look:
 
-* [1D optimal transport](https://github.com/rflamary/POT/blob/master/notebooks/Demo_1D_OT.ipynb)
-* [OT Ground Loss](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Ground_Loss.ipynb)
-* [Multiple EMD computation](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Compute_EMD.ipynb)
-* [2D optimal transport on empirical distributions](https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OT_samples.ipynb)
-* [1D Wasserstein barycenter](https://github.com/rflamary/POT/blob/master/notebooks/Demo_1D_barycenter.ipynb)
-* [OT with user provided regularization](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Optim_OTreg.ipynb)
-* [Domain adaptation with optimal transport](https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OT_DomainAdaptation.ipynb)
-* [Color transfer in images](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Image_ColorAdaptation.ipynb)
-* [OT mapping estimation for domain adaptation](https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OTmapping_DomainAdaptation.ipynb)
-* [OT mapping estimation for color transfer in images](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Image_ColorAdaptation_mapping.ipynb)
-* [Wasserstein Discriminant Analysis](https://github.com/rflamary/POT/blob/master/notebooks/Demo_Wasserstein_Discriminant_Analysis.ipynb)
+* [1D optimal transport](https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_1D.ipynb)
+* [OT Ground Loss](https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_L1_vs_L2.ipynb)
+* [Multiple EMD computation](https://github.com/rflamary/POT/blob/master/notebooks/plot_compute_emd.ipynb)
+* [2D optimal transport on empirical distributions](https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_2D_samples.ipynb)
+* [1D Wasserstein barycenter](https://github.com/rflamary/POT/blob/master/notebooks/plot_barycenter_1D.ipynb)
+* [OT with user provided regularization](https://github.com/rflamary/POT/blob/master/notebooks/plot_optim_OTreg.ipynb)
+* [Domain adaptation with optimal transport](https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_d2.ipynb)
+* [Color transfer in images](https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_color_images.ipynb)
+* [OT mapping estimation for domain adaptation](https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_mapping.ipynb)
+* [OT mapping estimation for color transfer in images](https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_mapping_colors_images.ipynb)
+* [Wasserstein Discriminant Analysis](https://github.com/rflamary/POT/blob/master/notebooks/plot_WDA.ipynb)
 
 You can also see the notebooks with [Jupyter nbviewer](https://nbviewer.jupyter.org/github/rflamary/POT/tree/master/notebooks/).
 

docs/source/auto_examples/auto_examples_python.zip

@@ -150,27 +150,27 @@ Here is a list of the Python notebooks available
 want a quick look:
 
 -  `1D optimal
-   transport <https://github.com/rflamary/POT/blob/master/notebooks/Demo_1D_OT.ipynb>`__
+   transport <https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_1D.ipynb>`__
 -  `OT Ground
-   Loss <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Ground_Loss.ipynb>`__
+   Loss <https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_L1_vs_L2.ipynb>`__
 -  `Multiple EMD
-   computation <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Compute_EMD.ipynb>`__
+   computation <https://github.com/rflamary/POT/blob/master/notebooks/plot_compute_emd.ipynb>`__
 -  `2D optimal transport on empirical
-   distributions <https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OT_samples.ipynb>`__
+   distributions <https://github.com/rflamary/POT/blob/master/notebooks/plot_OT_2D_samples.ipynb>`__
 -  `1D Wasserstein
-   barycenter <https://github.com/rflamary/POT/blob/master/notebooks/Demo_1D_barycenter.ipynb>`__
+   barycenter <https://github.com/rflamary/POT/blob/master/notebooks/plot_barycenter_1D.ipynb>`__
 -  `OT with user provided
-   regularization <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Optim_OTreg.ipynb>`__
+   regularization <https://github.com/rflamary/POT/blob/master/notebooks/plot_optim_OTreg.ipynb>`__
 -  `Domain adaptation with optimal
-   transport <https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OT_DomainAdaptation.ipynb>`__
+   transport <https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_d2.ipynb>`__
 -  `Color transfer in
-   images <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Image_ColorAdaptation.ipynb>`__
+   images <https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_color_images.ipynb>`__
 -  `OT mapping estimation for domain
-   adaptation <https://github.com/rflamary/POT/blob/master/notebooks/Demo_2D_OTmapping_DomainAdaptation.ipynb>`__
+   adaptation <https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_mapping.ipynb>`__
 -  `OT mapping estimation for color transfer in
-   images <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Image_ColorAdaptation_mapping.ipynb>`__
+   images <https://github.com/rflamary/POT/blob/master/notebooks/plot_otda_mapping_colors_images.ipynb>`__
 -  `Wasserstein Discriminant
-   Analysis <https://github.com/rflamary/POT/blob/master/notebooks/Demo_Wasserstein_Discriminant_Analysis.ipynb>`__
+   Analysis <https://github.com/rflamary/POT/blob/master/notebooks/plot_WDA.ipynb>`__
 
 You can also see the notebooks with `Jupyter
 nbviewer <https://nbviewer.jupyter.org/github/rflamary/POT/tree/master/notebooks/>`__.