diff --git a/README.md b/README.md
index c81ef5da..21b19c6b 100644
--- a/README.md
+++ b/README.md
@@ -5,11 +5,11 @@ The Gaussian processes framework in Python.
 * GPy [homepage](http://sheffieldml.github.io/GPy/)
 * Tutorial [notebooks](http://nbviewer.ipython.org/github/SheffieldML/notebook/blob/master/GPy/index.ipynb)
 * User [mailing-list](https://lists.shef.ac.uk/sympa/subscribe/gpy-users)
-* Developer [documentation](http://gpy.readthedocs.org/en/devel/)
+* Developer [documentation](http://pythonhosted.org/GPy/)
 * Travis-CI [unit-tests](https://travis-ci.org/SheffieldML/GPy)
 * [![licence](https://img.shields.io/badge/licence-BSD-blue.svg)](http://opensource.org/licenses/BSD-3-Clause)
 
-[![develstat](https://travis-ci.org/SheffieldML/GPy.svg?branch=devel)](https://travis-ci.org/SheffieldML/GPy) [![covdevel](http://codecov.io/github/SheffieldML/GPy/coverage.svg?branch=devel)](http://codecov.io/github/SheffieldML/GPy?branch=devel) [![docdevel](https://readthedocs.org/projects/gpy/badge/?version=devel)](http://gpy.readthedocs.org/en/devel/) [![Research software impact](http://depsy.org/api/package/pypi/GPy/badge.svg)](http://depsy.org/package/python/GPy)
+[![develstat](https://travis-ci.org/SheffieldML/GPy.svg?branch=devel)](https://travis-ci.org/SheffieldML/GPy) [![covdevel](http://codecov.io/github/SheffieldML/GPy/coverage.svg?branch=devel)](http://codecov.io/github/SheffieldML/GPy?branch=devel) [![Research software impact](http://depsy.org/api/package/pypi/GPy/badge.svg)](http://depsy.org/package/python/GPy)
 
 ## Updated Structure
 
diff --git a/doc/source/conf.py b/doc/source/conf.py
index d489c7a9..92855e1b 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -77,7 +77,7 @@ extensions = [
 #    def __getattr__(cls, name):
 #            return Mock()
 #
-MOCK_MODULES = ['scipy.linalg.blas', 'blas', 'scipy.optimize', 'scipy.optimize.linesearch', 'scipy.linalg',
+MOCK_MODULES = ['numpy', 'scipy.linalg.blas', 'blas', 'scipy.optimize', 'scipy.optimize.linesearch', 'scipy.linalg',
                 'scipy', 'scipy.special', 'scipy.integrate', 'scipy.io', 'scipy.stats',
                 'sympy', 'sympy.utilities.iterables', 'sympy.utilities.lambdify',
                 'sympy.utilities', 'sympy.utilities.codegen', 'sympy.core.cache',
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 4d5b3cbd..dd3ba36f 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -1,3 +1 @@
-numpy
-scipy
 paramz
\ No newline at end of file