diff --git a/.readthedocs.yml b/.readthedocs.yml
new file mode 100644
index 000000000..228fc8af8
--- /dev/null
+++ b/.readthedocs.yml
@@ -0,0 +1,8 @@
+formats:
+  - none
+requirements_file: requirements.txt
+python:
+  pip_install: true
+  extra_requirements:
+    - tests
+    - docs
diff --git a/requirements.txt b/requirements.txt
index 0b6a60849..473918987 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,3 @@
 scipy>=0.13.3
 numpy>=1.8.2
-scikit-learn>=0.20
+scikit-learn>=0.20rc1
diff --git a/setup.py b/setup.py
index af38fb666..6fe2c2d49 100755
--- a/setup.py
+++ b/setup.py
@@ -36,6 +36,21 @@
                'Programming Language :: Python :: 2.7',
                'Programming Language :: Python :: 3.6',
                'Programming Language :: Python :: 3.7']
+EXTRAS_REQUIRE = {
+    'tests': [
+        'pytest',
+        'pytest-cov'],
+    'docs': [
+        'sphinx',
+        'sphinx-gallery',
+        'sphinx_rtd_theme',
+        'numpydoc',
+        'matplotlib',
+        'pandas',
+        'keras',
+        'tensorflow'
+    ]
+}
 
 
 setup(name=DISTNAME,
@@ -50,4 +65,5 @@
       zip_safe=False,  # the package can run out of an .egg file
       classifiers=CLASSIFIERS,
       packages=find_packages(),
-      install_requires=INSTALL_REQUIRES)
+      install_requires=INSTALL_REQUIRES,
+      extras_require=EXTRAS_REQUIRE)