diff --git a/README.rst b/README.rst
index de28684..0fb3b3b 100644
--- a/README.rst
+++ b/README.rst
@@ -18,13 +18,12 @@ Sources are available from `github <https://github.com/rougier/numpy-tutorial>`_
 All code and material is licensed under a `Creative Commons
 Attribution-ShareAlike 4.0 <http://creativecommons.org/licenses/by-sa/4.0>`_.
 
-Tutorial can be read at http://www.labri.fr/perso/nrougier/teaching/numpy/numpy.html
 
 See also:
+ * `From Python to Numpy <https://www.labri.fr/perso/nrougier/from-python-to-numpy/>`_
  * `Matplotlib tutorial <http://www.labri.fr/perso/nrougier/teaching/matplotlib/matplotlib.html>`_
  * `100 Numpy exercices <http://www.labri.fr/perso/nrougier/teaching/numpy.100/index.html>`_
 
-
 Introduction
 ============
 
@@ -590,7 +589,7 @@ obtained via the `finite difference method
               Z[1:-1,0:-2] - 4*Z[1:-1,1:-1] + Z[1:-1,2:] +
                                Z[2:  ,1:-1] )
 
-Finally, we can iterate the computation after havong choosed some interesting parameters::
+Finally, we can iterate the computation after choosing some interesting parameters::
 
   for i in range(25000):
       Lu = laplacian(U)