Change main page documentation (#47)

Author: xadupre

CHANGELOGS.rst

@@ -1,8 +1,31 @@
 Change Logs
 ===========
 
-0.4.0
+0.5.0
 +++++
 
 * :pr:`42`: quantization
 * :pr:`39`: refactoring, use black, better documentation
+
+0.4.0
+=====
+* :pr:`32`: Improves usability of distance_matching_graphs_paths (2021-08-10)
+* :pr:`31`: Links to notebooks are broken, notebooks slides are not working. (2021-03-31)
+* :pr:`30`: Fixes #26, implements a compact architecture (2021-01-23)
+* :pr:`26`: Aborder les régressions logistiques sous forme d'arbres (2021-01-23)
+* :pr:`27`: Convertir un arbre de décision en réseaux de neurones et apprendre (2020-08-31)
+* :pr:`25`: k-means norme L1 (2020-01-13)
+* :pr:`23`: uses function dtrtri to invert an upper triangular matrix in function linear_regression (2019-07-21)
+* :pr:`21`: implements streaming linear regression (2019-05-05)
+* :pr:`19`: removes dependency on line_profiler, not maintained anymore (2019-04-09)
+* :pr:`17`: move to CI to python 3.7 (2019-04-09)
+* :pr:`15`: add page on quantile regression + notebook (2019-02-02)
+* :pr:`2`: [won't fix] réseaux de neurones, utiliser des notations matricielles (2018-06-17)
+* :pr:`13`: fix bug: ValueError: label should be list-like and same length as y in ROC.plot (2018-05-17)
+* :pr:`12`: implements voronoi inference from a logistic regression solved with a linear regression (2018-05-08)
+* :pr:`11`: logistic regression and voronoi (2018-05-01)
+* :pr:`10`: add code on segment detection written a while ago (2018-04-18)
+* :pr:`9`: fix unittest on wikipedia_dump after a change on wikipedia website (2018-04-01)
+* :pr:`4`: implémentation la complétion en C++ (2016-09-25)
+* :pr:`1`: ajouter les petits exposés finance... (2016-06-29)
+

HISTORY.rst

@@ -13,7 +13,8 @@ Le site est aussi disponible (format brut de fonderie) sur
 `GitHub/mlstatpy <https://github.com/sdpython/mlstatpy>`_ |gitlogo|.
 
 .. toctree::
-    :maxdepth: 2
+    :maxdepth: 1
+    :caption: Mathematics
 
     c_clus/index
     c_ml/index
@@ -23,11 +24,21 @@ Le site est aussi disponible (format brut de fonderie) sur
     c_metric/index
     c_algo/index
     c_garden/index
+
+.. toctree::
+    :maxdepth: 1
+    :caption: Examples
+
     api/index
     i_ex
     defthe_index
     auto_examples/index
     notebooks/index
+
+.. toctree::
+    :maxdepth: 1
+    :caption: More
+
     glossary
     CHANGELOGS
     license