diff --git a/.zenodo.json b/.zenodo.json
new file mode 100644
index 000000000..7c95c0c3e
--- /dev/null
+++ b/.zenodo.json
@@ -0,0 +1,129 @@
+{
+  "title": "scikit-optimize/scikit-optimize",
+  "description": "Scikit-Optimize, or skopt, is a simple and efficient library to minimize (very) expensive and noisy black-box functions. It implements several methods for sequential model-based optimization. skopt aims to be accessible and easy to use in many contexts.",
+  "creators": [
+    {
+      "affiliation": "Wild Tree Tech",
+      "name": "Head, Tim"
+    },
+    {
+      "affiliation": "Google Brain",
+      "name": "Kumar, Manoj"
+    },
+    {
+      "name": "Nahrstaedt, Holger",
+      "orcid": "0000-0002-4796-1082"
+    },
+    {
+      "affiliation": "ULi\u00e8ge",
+      "name": "Louppe, Gilles"
+    },
+    {
+      "affiliation": "Saarland University",
+      "name": "Shcherbatyi, Iaroslav"
+    },
+    {
+      "name": "fcharras"
+    },
+    {
+      "name": "Z\u00e9 Vin\u00edcius"
+    },
+    {
+      "name": "cmmalone"
+    },
+    {
+      "name": "Christopher Schr\u00f6der"
+    },
+    {
+      "name": "nel215"
+    },
+    {
+      "affiliation": "@yldio",
+      "name": "Nuno Campos"
+    },
+    {
+      "name": "Todd Young"
+    },
+    {
+      "affiliation": "Politecnico di Milano",
+      "name": "Stefano Cereda"
+    },
+    {
+      "name": "Thomas Fan"
+    },
+    {
+      "name": "rene-rex"
+    },
+    {
+      "affiliation": "Columbia University",
+      "name": "Kejia (KJ) Shi"
+    },
+    {
+      "affiliation": "Biomedical Informatics Department, Emory School of Medicine",
+      "name": "Justus Schwabedal"
+    },
+    {
+      "name": "carlosdanielcsantos"
+    },
+    {
+      "affiliation": "Hvass Laboratories",
+      "name": "Hvass-Labs"
+    },
+    {
+      "affiliation": "Technical University of Munich",
+      "name": "Mikhail Pak"
+    },
+    {
+      "name": "SoManyUsernamesTaken"
+    },
+    {
+      "affiliation": "UC Berkeley",
+      "name": "Fred Callaway"
+    },
+    {
+      "name": "Lo\u00efc Est\u00e8ve"
+    },
+    {
+      "affiliation": "ENS de Cachan - Paris Saclay University",
+      "name": "Lilian Besson"
+    },
+    {
+      "name": "Mehdi Cherti"
+    },
+    {
+      "affiliation": "Paderborn University",
+      "name": "Karlson Pfannschmidt"
+    },
+    {
+      "affiliation": "Toptal",
+      "name": "Fabian Linzberger"
+    },
+    {
+      "affiliation": "@point8",
+      "name": "Christophe Cauet"
+    },
+    {
+      "affiliation": "10clouds",
+      "name": "Anna Gut"
+    },
+    {
+      "affiliation": "Columbia University Data Science Institute",
+      "name": "Andreas Mueller"
+    },
+    {
+      "affiliation": "DFKI",
+      "name": "Alexander Fabisch"
+    }
+  ],
+  "keywords": [
+    "bayesopt",
+    "optimization",
+    "scientific-computing",
+    "python",
+    "machine-learning",
+    "hyperparameter",
+    "bayesian-optimization"
+  ],
+  "license": "bsd-license",
+  "upload_type": "software"
+}
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7f2e2cb8d..0caf27d91 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,4 +1,23 @@
 # Release history
+## Version 0.7.1
+
+### New features
+
+* Sphinx documentation
+* notebooks are replaced by sphinx-gallery
+* New StringEncoder, can be used in Categoricals
+* Remove string conversion in Identity
+* dtype can be set in Integer and Real
+
+### Bug fixes
+
+* Fix categorical space (issue #821)
+* int can be set as dtype to fix issue #790
+
+### Maintenance
+
+* Old pdoc scripts are removed and replaced by sphinx
+
 ## Version 0.7
 
 ### New features
diff --git a/README.rst b/README.rst
index 8ce67f48b..e6bbe971f 100644
--- a/README.rst
+++ b/README.rst
@@ -1,7 +1,7 @@
 
 |Logo|
 
-|Travis Status| |CircleCI Status| |binder| |gitter| |Zenodo DOI|
+|pypi| |conda| |Travis Status| |CircleCI Status| |binder| |gitter| |Zenodo DOI|
 
 Scikit-Optimize
 ===============
@@ -38,7 +38,7 @@ Important links
 Install
 -------
 
-The latest released version of scikit-optimize is v0.7, which you can install
+The latest released version of scikit-optimize is v0.7.1, which you can install
 with:
 ::
 
@@ -183,6 +183,10 @@ If your employer allows you to work on scikit-optimize during the day and would
 recognition, feel free to add them to the "Made possible by" list.
 
 
+.. |pypi| image:: https://img.shields.io/pypi/v/scikit-optimize.svg
+   :target: https://pypi.python.org/pypi/scikit-optimize
+.. |conda| image:: https://anaconda.org/conda-forge/scikit-optimize/badges/version.svg
+   :target: https://anaconda.org/conda-forge/scikit-optimize
 .. |Travis Status| image:: https://travis-ci.org/scikit-optimize/scikit-optimize.svg?branch=master
    :target: https://travis-ci.org/scikit-optimize/scikit-optimize
 .. |CircleCI Status| image:: https://circleci.com/gh/scikit-optimize/scikit-optimize/tree/master.svg?style=shield&circle-token=:circle-token
diff --git a/build_tools/circle/deploy.sh b/build_tools/circle/deploy.sh
index 1a311facf..824f7ba23 100644
--- a/build_tools/circle/deploy.sh
+++ b/build_tools/circle/deploy.sh
@@ -13,9 +13,9 @@ MSG="Pushing the docs for revision for branch: $CIRCLE_BRANCH, commit $CIRCLE_SH
 echo "Copying built files"
 git clone -b master "git@github.com:scikit-optimize/scikit-optimize.github.io" deploy
 cd deploy
-git rm -r notebooks/*
-git rm -r rtd/*
-git rm -r beta/*
+git rm -r space
+git rm -r optimizer
+git rm -r learning
 cd ..
 for entry in ${HOME}/doc/skopt/*
 do
diff --git a/doc/templates/index.html b/doc/templates/index.html
index e8b8af3fc..8244df212 100644
--- a/doc/templates/index.html
+++ b/doc/templates/index.html
@@ -108,6 +108,7 @@ <h4 class="sk-landing-call-header">News</h4>
         <li><strong>On-going development:</strong>
         <a href="whats_new.html"><strong>What's new</strong> (Changelog)</a>
         </li>
+        <li><strong>Feb 2020.</strong> scikit-optimize 0.7.1  (<a href="whats_new/v0.7.1.html">Changelog</a>).
         <li><strong>Jan 2020.</strong> scikit-optimize 0.7  (<a href="whats_new/v0.7.html">Changelog</a>).
         <li><strong>April 2018.</strong> scikit-optimize 0.6  (<a href="whats_new/v0.6.html">Changelog</a>).
         <li><strong>Mar 2018.</strong> scikit-optimize 0.5  (<a href="whats_new/v0.5.html">Changelog</a>).
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index f5d23d0cd..c862a9a53 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -8,6 +8,7 @@ Release notes for all scikit-optimize releases are linked in this this page.
 .. toctree::
     :maxdepth: 1
 
+    Version 0.7.1 <whats_new/v0.7.1.rst>
     Version 0.7 <whats_new/v0.7.rst>
     Version 0.6 <whats_new/v0.6.rst>
     Version 0.5 <whats_new/v0.5.rst>
diff --git a/doc/whats_new/v0.7.1.rst b/doc/whats_new/v0.7.1.rst
new file mode 100644
index 000000000..800008942
--- /dev/null
+++ b/doc/whats_new/v0.7.1.rst
@@ -0,0 +1,22 @@
+Version 0.7.1
+=============
+
+New features
+------------
+
+* Sphinx documentation
+* notebooks are replaced by sphinx-gallery
+* New StringEncoder, can be used in Categoricals
+* Remove string conversion in Identity
+* dtype can be set in Integer and Real
+
+Bug fixes
+---------
+
+* Fix categorical space (issue #821)
+* int can be set as dtype to fix issue #790
+
+Maintenance
+-----------
+
+* Old pdoc scripts are removed and replaced by sphinx
diff --git a/skopt/__init__.py b/skopt/__init__.py
index c6a78b10a..c0ae1e311 100644
--- a/skopt/__init__.py
+++ b/skopt/__init__.py
@@ -29,7 +29,7 @@
 # Dev branch marker is: 'X.Y.dev' or 'X.Y.devN' where N is an integer.
 # 'X.Y.dev0' is the canonical version of 'X.Y.dev'
 #
-__version__ = "0.7"
+__version__ = "0.7.1"
 
 if __SKOPT_SETUP__:
     import sys