diff --git a/var/spack/repos/builtin/packages/py-tpot/package.py b/var/spack/repos/builtin/packages/py-tpot/package.py
new file mode 100644
index 0000000000..856336b54f
--- /dev/null
+++ b/var/spack/repos/builtin/packages/py-tpot/package.py
@@ -0,0 +1,31 @@
+# Copyright 2013-2020 Lawrence Livermore National Security, LLC and other
+# Spack Project Developers. See the top-level COPYRIGHT file for details.
+#
+# SPDX-License-Identifier: (Apache-2.0 OR MIT)
+
+from spack import *
+
+
+class PyTpot(PythonPackage):
+    """
+    A Python Automated Machine Learning tool that optimizes machine learning
+    pipelines using genetic programming.
+    """
+
+    homepage = "http://epistasislab.github.io/tpot/"
+    url      = "https://pypi.io/packages/source/t/tpot/TPOT-0.11.5.tar.gz"
+
+    version('0.11.5', sha256='909be08b29165ce48de5e5d2e3fd73fee9aeeaf1030f2e0912ce0f0bd9c3d2f3')
+
+    depends_on('py-setuptools',             type='build')
+    depends_on('python@3.5:',               type=('build', 'run'))
+    depends_on('py-deap@1.2:',              type=('build', 'run'))
+    depends_on('py-nose',                   type='test')
+    depends_on('py-numpy@1.16.3:',          type=('build', 'run'))
+    depends_on('py-scikit-learn@0.22.0:',   type=('build', 'run'))
+    depends_on('py-scipy@1.3.1',            type=('build', 'run'))
+    depends_on('py-tqdm@4.36.1:',           type=('build', 'run'))
+    depends_on('py-stopit@1.1.1:',          type=('build', 'run'))
+    depends_on('py-pandas@0.24.2:',         type=('build', 'run'))
+    depends_on('py-joblib@0.13.2:',         type=('build', 'run'))
+    depends_on('py-update-checker@0.16:',   type=('build', 'run'))