first shot part OT Wass

1 files changed, 13 insertions, 0 deletions

diff --git a/docs/source/quickstart.rst b/docs/source/quickstart.rst
index 3d3ce98..ac96f26 100644
--- a/docs/source/quickstart.rst
+++ b/docs/source/quickstart.rst
@@ -11,6 +11,10 @@ to use for different problems related to optimal transport (OT).
 Optimal transport and Wasserstein distance
 ------------------------------------------
 
+
+Solving optimal transport
+^^^^^^^^^^^^^^^^^^^^^^^^^
+
 The optimal transport problem between discrete distributions is often expressed
 as
     .. math::
@@ -39,6 +43,8 @@ that will return the optimal transport matrix :math:`\gamma^*`:
     - :any:`auto_examples/plot_OT_1D` 
     - :any:`auto_examples/plot_OT_L1_vs_L2` 
 
+Computing Wasserstein distance
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 The value of the OT solution is often more of interest that the OT matrix :
 
@@ -60,6 +66,13 @@ properties. It can computed from an already estimated OT matrix with
     # M is the ground cost matrix
     W=ot.emd2(a,b,M) # Wasserstein distance / EMD value
 
+
+.. hint::
+    Examples of use for :any:`ot.emd2` are available in the following examples:
+
+    - :any:`auto_examples/plot_compute_emd`
+ 
+
 .. note::
     In POT, most functions that solve OT or regularized OT problems have two
     versions that return the OT matrix or the value of the optimal solution. Fir