diff --git a/pkgs/development/python-modules/tensorflow-estimator/default.nix b/pkgs/development/python-modules/tensorflow-estimator/default.nix
new file mode 100644
index 000000000000..5b9e032c49a9
--- /dev/null
+++ b/pkgs/development/python-modules/tensorflow-estimator/default.nix
@@ -0,0 +1,27 @@
+{ stdenv, lib, fetchPypi, buildPythonPackage, isPy3k
+, numpy
+, absl-py 
+, mock
+}:
+
+buildPythonPackage rec {
+  pname = "tensorflow-estimator";
+  version = "1.13.0";
+  format = "wheel";
+
+  src = fetchPypi {
+    pname = "tensorflow_estimator";
+    inherit version format;
+    sha256 = "068l4w0w7dj9gqkf8avjclq9zsp7ifwzw4rpf4qjylz3hczamzbw";
+  };
+
+  propagatedBuildInputs = [ mock numpy absl-py ];
+
+  meta = with stdenv.lib; {
+    description = "TensorFlow Estimator is a high-level API that encapsulates model training, evaluation, prediction, and exporting.";
+    homepage = http://tensorflow.org;
+    license = licenses.asl20;
+    maintainers = with maintainers; [ jyp ];
+  };
+}
+
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 0fbe97886ae4..b45f230628f5 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -5054,6 +5054,8 @@ in {
 
   zerobin = callPackage ../development/python-modules/zerobin { };
 
+  tensorflow-estimator = callPackage ../development/python-modules/tensorflow-estimator { };
+
   tensorflow-tensorboard = callPackage ../development/python-modules/tensorflow-tensorboard { };
 
   tensorflow = disabledIf isPy37 (