diff --git a/README.rst b/README.rst
index 84dedb9f..1bce3d79 100644
--- a/README.rst
+++ b/README.rst
@@ -49,17 +49,15 @@ To build the documentation you will need to run:
 Demos & Examples
 ================
 
-You find on the documentation examples on the `Leukemia
-dataset <https://mathurinm.github.io/celer/auto_examples/plot_leukemia_path.html>`__
-(comparison with scikit-learn) and on the `Finance/log1p
-dataset <https://mathurinm.github.io/celer/auto_examples/plot_finance_path.html>`__
-(more significant, but it takes times to download the data, preprocess
-it, and compute the path).
+In the `example section <https://mathurinm.github.io/celer/auto_examples/index.html>`__ of the documentation,
+you will find numerous examples on real life datasets,
+timing comparison with other estimators, easy and fast ways to perform cross validation, etc.
+
 
 Dependencies
 ============
 
-All dependencies are in ``./setup.py`` file.
+All dependencies are in the ``./requirements.txt`` file.
 
 Cite
 ====
diff --git a/celer/__init__.py b/celer/__init__.py
index 9fe39ee9..1277daf6 100644
--- a/celer/__init__.py
+++ b/celer/__init__.py
@@ -5,4 +5,4 @@
                              GroupLassoCV, MultiTaskLasso, MultiTaskLassoCV)
 
 
-__version__ = '0.6dev'
+__version__ = '0.5.1'
diff --git a/setup.py b/setup.py
index dbc5378a..08060174 100644
--- a/setup.py
+++ b/setup.py
@@ -1,12 +1,10 @@
 from setuptools.command.build_ext import build_ext
-from setuptools import setup, Extension
+from setuptools import dist, setup, Extension, find_packages
 import os
-from setuptools import dist
 dist.Distribution().fetch_build_eggs(['numpy>=1.12'])
-import numpy as np
+import numpy as np  # noqa
 
-
-descr = 'Fast algorithm with dual extrapolation for the Lasso'
+descr = 'Fast algorithm with dual extrapolation for sparse problems'
 
 version = None
 with open(os.path.join('celer', '__init__.py'), 'r') as fid:
@@ -38,7 +36,7 @@
       install_requires=['numpy>=1.12', 'seaborn>=0.7', 'scipy>=0.18.0',
                         'matplotlib>=2.0.0', 'Cython>=0.26',
                         'scikit-learn>=0.23', 'xarray', 'download', 'tqdm'],
-      packages=['celer'],
+      packages=find_packages(),
       cmdclass={'build_ext': build_ext},
       ext_modules=[
           Extension('celer.lasso_fast',