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diff --git a/doc/source/tutorials.rst b/doc/source/tutorials.rst
index 0ed1b9c..bc536ab 100644
--- a/doc/source/tutorials.rst
+++ b/doc/source/tutorials.rst
@@ -1,5 +1,5 @@
-Tutorials and sample code
-=========================
+Tutorials and Exercises
+=======================
.. toctree::
:hidden:
@@ -8,31 +8,50 @@ Tutorials and sample code
./xrf/strip-background/index.rst
./customization/index.rst
./hdf5/index.rst
+ ./training/quantification/index.rst
+ ./training/tertiary/index.rst
+ ./training/matrix/index.rst
+ ./training/xraydata/index.rst
-There are several tutorials explaining different aspects of the program.
+Things learned by practice usually require a greater effort than just reading or listening and tend to be better retained. Therefore we have prepared some `Exercises`_ to complement the usual set of `Tutorials`_ teaching different aspects of *PyMca*.
+
+Their combination should provide a good starting point to use the program.
+
+Tutorials
+---------
The `Getting Started tutorial <http://www.esrf.fr/computing/bliss/downloads/pymca/PyMcaCHESS.pdf>`_
is a very old tutorial written by Darren Dale and initially tailored to `CHESS <http://www.chess.cornell.edu>`_
-users but usefull to everybody starting to use PyMca. In case the previous link is down, you can try
+users but usefull to everybody starting to use *PyMca*. In case the previous link is down, you can try
this `alternative link <https://wiki.utep.edu/display/MASE6402MME4501/PyMCA+support>`_.
-:doc:`./hdf5/index` PyMca can deal with
-HDF5 files since version 4.4.0. You should take a look at the
-`HDF Group web site <https://portal.hdfgroup.org/display/HDF5/HDF5>`_ to know more about HDF.
-`NeXus <http://www.nexusformat.org>`_ files are only supported when using the HDF5 backend.
-
`Calibration tutorial <http://www.esrf.fr/computing/bliss/downloads/pymca/calibrationtutorial.htm>`_.
To be used if you still have some doubts about how to calibrate your spectra.
:doc:`./xrf/material-definition/index`. This tutorial will show you how to define your own materials.
+:doc:`./xrf/strip-background/index`. Description of the parameters defining your favorite background.
+
`ROI Imaging tutorial <http://www.esrf.fr/computing/bliss/downloads/pymca/roitooltutorial.htm>`_ .
-Introduction to the stack imaging capabilities of PyMca
+Introduction to the stack imaging capabilities of *PyMca*
`Kinetics tutorial <http://www.esrf.fr/computing/bliss/downloads/pymca/kineticstutorial.htm>`_ .
Illustration of the use of the ROI Imaging tool for kinetics studies.
-:doc:`./xrf/strip-background/index`. Description of the parameters defining your favorite background.
+:doc:`./hdf5/index` *PyMca* can deal with
+HDF5 files since version 4.4.0. You should take a look at the
+`HDF Group web site <https://portal.hdfgroup.org/display/HDF5/HDF5>`_ to know more about HDF.
+`NeXus <http://www.nexusformat.org>`_ files are only supported when using the HDF5 backend.
+
+:doc:`./customization/index` Description about how to provide customized settings and add-ons to *PyMca*.
+
+Exercises
+---------
+
+:doc:`./training/quantification/index`. The classical exercise to learn how to carry out XRF analysis with *PyMca*.
+
+:doc:`./training/tertiary/index`. Press-button exercise to show how to deal with secondary and higher order excitations in X-ray fluorescence quantification problems.
-:doc:`./customization/index` Description about how to add your own add-ons to PyMca.
+:doc:`./training/matrix/index`. This exercise shows the user one way to tell the program how to automatically update the sample composition.
+:doc:`./training/xraydata/index`. Exercise to teach the user how to modify the theoretical data used by *PyMca*.