diff --git a/README.md b/README.md
index 6b21247..6ae414f 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 [![Python](https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8-blue?style=plastic)](https://www.python.org/)
-[![PyPI](https://img.shields.io/badge/pypi_package-1.0.9-blue?style=plastic)](https://pypi.org/project/skrobot/1.0.9/)
+[![PyPI](https://img.shields.io/badge/pypi_package-1.0.10-blue?style=plastic)](https://pypi.org/project/skrobot/1.0.10/)
 [![License](https://img.shields.io/badge/license-MIT-blue?style=plastic)](https://github.com/medoidai/skrobot/blob/master/LICENSE.txt)
-[![Documentation Status](https://readthedocs.org/projects/skrobot/badge/?version=1.0.9)](https://skrobot.readthedocs.io/en/1.0.9/)
+[![Documentation Status](https://readthedocs.org/projects/skrobot/badge/?version=1.0.10)](https://skrobot.readthedocs.io/en/1.0.10/)
 
 -----------------
 
@@ -17,7 +17,7 @@ skrobot is a Python module for designing, running and tracking Machine Learning
 
 ## Documentation?
 
-The documentation is hosted online to [Read the Docs](https://skrobot.readthedocs.io/en/1.0.9/).
+The documentation is hosted online to [Read the Docs](https://skrobot.readthedocs.io/en/1.0.10/).
 
 ## How do I install it?
 
diff --git a/RELEASE.md b/RELEASE.md
index 95d547e..5ff4abf 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,8 @@
+# 1.0.10
+
+* Documentation fixes
+* Example changes
+
 # 1.0.9
 
 * Add DeepFeatureSynthesisTask
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 766ef33..80333d2 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -21,7 +21,7 @@
 author = 'Medoid AI'
 
 # The full version, including alpha/beta/rc tags
-release = '1.0.9'
+release = '1.0.10'
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/docs/source/how_do_i_use_it.rst b/docs/source/how_do_i_use_it.rst
index 0d83748..6a64a75 100644
--- a/docs/source/how_do_i_use_it.rst
+++ b/docs/source/how_do_i_use_it.rst
@@ -1,12 +1,12 @@
 How do I use it?
 ================
 
-The following examples use many of skrobot’s components to built a machine learning modelling pipeline. Please try them and we would love to have your feedback! Furthermore, many examples can be found in the project's `repository <https://github.com/medoidai/skrobot/tree/1.0.9/examples>`__.
+The following examples use many of skrobot’s components to built a machine learning modelling pipeline. Please try them and we would love to have your feedback! Furthermore, many examples can be found in the project's `repository <https://github.com/medoidai/skrobot/tree/1.0.10/examples>`__.
 
 Example on Titanic Dataset
 --------------------------
 
-The following example has generated the following `results <https://github.com/medoidai/skrobot/tree/1.0.9/examples/experiments-output/echatzikyriakidis-2020-12-29T01-16-26-example-titanic-pipeline-with-model-based-feature-selection>`__.
+The following example has generated the following `results <https://github.com/medoidai/skrobot/tree/1.0.10/examples/experiments-output/echatzikyriakidis-2020-12-29T01-16-26-example-titanic-pipeline-with-model-based-feature-selection>`__.
 
 .. code:: python
 
@@ -188,7 +188,7 @@ The following example has generated the following `results <https://github.com/m
 Example on SMS Spam Collection Dataset
 --------------------------------------
 
-The following example has generated the following `results <https://github.com/medoidai/skrobot/tree/1.0.9/examples/experiments-output/echatzikyriakidis-2020-07-23T22-04-14-example-sms-spam-ham-pipeline-with-filtering-feature-selection>`__.
+The following example has generated the following `results <https://github.com/medoidai/skrobot/tree/1.0.10/examples/experiments-output/echatzikyriakidis-2020-07-23T22-04-14-example-sms-spam-ham-pipeline-with-filtering-feature-selection>`__.
 
 .. code:: python
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index c58ce97..f3dc8eb 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -21,11 +21,11 @@ Welcome to skrobot's documentation!
 
 .. |Python| image:: https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8-blue?style=plastic
    :target: https://www.python.org/
-.. |PyPI| image:: https://img.shields.io/badge/pypi_package-1.0.9-blue?style=plastic
-   :target: https://pypi.org/project/skrobot/1.0.9/
+.. |PyPI| image:: https://img.shields.io/badge/pypi_package-1.0.10-blue?style=plastic
+   :target: https://pypi.org/project/skrobot/1.0.10/
 .. |License| image:: https://img.shields.io/badge/license-MIT-blue?style=plastic
    :target: https://github.com/medoidai/skrobot/blob/master/LICENSE.txt
-.. |Documentation Status| image:: https://readthedocs.org/projects/skrobot/badge/?version=1.0.9
-   :target: https://skrobot.readthedocs.io/en/1.0.9/
+.. |Documentation Status| image:: https://readthedocs.org/projects/skrobot/badge/?version=1.0.10
+   :target: https://skrobot.readthedocs.io/en/1.0.10/
 .. |skrobot logo| image:: https://github.com/medoidai/skrobot/raw/master/static/skrobot-logo.png
    :target: https://github.com/medoidai/skrobot/raw/master/static/skrobot-logo.png
diff --git a/docs/source/sample_of_generated_results.rst b/docs/source/sample_of_generated_results.rst
index 719c6c5..6488bba 100644
--- a/docs/source/sample_of_generated_results.rst
+++ b/docs/source/sample_of_generated_results.rst
@@ -98,67 +98,67 @@ Synthesized Features Computation Graphs
 
 |Image 31|
 
-.. |Image 1| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-1.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-1.png
-.. |Image 2| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-2.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-2.png
-.. |Image 3| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-3.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-3.png
-.. |Image 4| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-4.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-4.png
-.. |Image 5| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-5.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-5.png
-.. |Image 6| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-6.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-6.png
-.. |Image 7| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-7.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-7.png
-.. |Image 8| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-8.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-8.png
-.. |Image 9| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-9.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-9.png
-.. |Image 10| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-10.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-10.png
-.. |Image 11| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-11.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-11.png
-.. |Image 12| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-12.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-12.png
-.. |Image 13| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-13.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-13.png
-.. |Image 14| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-14.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-14.png
-.. |Image 15| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-15.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-15.png
-.. |Image 16| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-16.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-16.png
-.. |Image 17| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-17.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-17.png
-.. |Image 18| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-18.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-18.png
-.. |Image 19| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-19.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-19.png
-.. |Image 20| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-20.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-20.png
-.. |Image 21| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-21.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-21.png
-.. |Image 22| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-22.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-22.png
-.. |Image 22B| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-22-b.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-22-b.png
-.. |Image 23| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-23.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-23.png
-.. |Image 24| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-24.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-24.png
-.. |Image 25| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-25.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-25.png
-.. |Image 26| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-26.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-26.png
-.. |Image 27| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-27.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-27.png
-.. |Image 28| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-28.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-28.png
-.. |Image 29| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-29.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-29.png
-.. |Image 30| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-30.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-30.png
-.. |Image 31| image:: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-31.png
-   :target: https://github.com/medoidai/skrobot/raw/1.0.9/static/image-31.png
+.. |Image 1| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-1.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-1.png
+.. |Image 2| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-2.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-2.png
+.. |Image 3| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-3.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-3.png
+.. |Image 4| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-4.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-4.png
+.. |Image 5| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-5.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-5.png
+.. |Image 6| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-6.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-6.png
+.. |Image 7| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-7.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-7.png
+.. |Image 8| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-8.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-8.png
+.. |Image 9| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-9.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-9.png
+.. |Image 10| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-10.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-10.png
+.. |Image 11| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-11.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-11.png
+.. |Image 12| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-12.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-12.png
+.. |Image 13| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-13.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-13.png
+.. |Image 14| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-14.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-14.png
+.. |Image 15| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-15.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-15.png
+.. |Image 16| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-16.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-16.png
+.. |Image 17| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-17.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-17.png
+.. |Image 18| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-18.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-18.png
+.. |Image 19| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-19.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-19.png
+.. |Image 20| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-20.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-20.png
+.. |Image 21| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-21.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-21.png
+.. |Image 22| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-22.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-22.png
+.. |Image 22B| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-22-b.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-22-b.png
+.. |Image 23| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-23.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-23.png
+.. |Image 24| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-24.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-24.png
+.. |Image 25| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-25.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-25.png
+.. |Image 26| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-26.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-26.png
+.. |Image 27| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-27.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-27.png
+.. |Image 28| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-28.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-28.png
+.. |Image 29| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-29.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-29.png
+.. |Image 30| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-30.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-30.png
+.. |Image 31| image:: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-31.png
+   :target: https://github.com/medoidai/skrobot/raw/1.0.10/static/image-31.png
diff --git a/setup.py b/setup.py
index b228860..4e93ac7 100644
--- a/setup.py
+++ b/setup.py
@@ -8,14 +8,14 @@
 
 setup(
      name='skrobot',
-     version='1.0.9',
+     version='1.0.10',
      license='MIT',
      author="Medoid AI",
      author_email="info@medoid.ai",
      description="skrobot is a Python module for designing, running and tracking Machine Learning experiments / tasks. It is built on top of scikit-learn framework.",
      long_description=readme,
      platforms=['any'],
-     download_url='https://github.com/medoidai/skrobot/archive/1.0.9.tar.gz',
+     download_url='https://github.com/medoidai/skrobot/archive/1.0.10.tar.gz',
      long_description_content_type='text/markdown',
      url="https://github.com/medoidai/skrobot",
      python_requires='>=3.6',