diff --git a/pkgs/development/python-modules/batchgenerators/default.nix b/pkgs/development/python-modules/batchgenerators/default.nix
new file mode 100644
index 00000000000..001c3cc19a5
--- /dev/null
+++ b/pkgs/development/python-modules/batchgenerators/default.nix
@@ -0,0 +1,38 @@
+{ lib
+, buildPythonPackage
+, isPy27
+, fetchPypi
+, pytest
+, unittest2
+, future
+, numpy
+, scipy
+, scikitlearn
+, scikitimage
+, threadpoolctl
+}:
+
+
+buildPythonPackage rec {
+  pname = "batchgenerators";
+  version = "0.19.7";
+
+  disabled = isPy27;
+
+  src = fetchPypi {
+    inherit pname version;
+    sha256 = "0qqzwqf5r0q6jh8avz4f9kf8x96crvdnkznhf24pbm0faf8yk67q";
+  };
+
+  propagatedBuildInputs = [ future numpy scipy scikitlearn scikitimage threadpoolctl ];
+  checkInputs = [ pytest unittest2 ];
+
+  checkPhase = "pytest tests";
+
+  meta = {
+    description = "2D and 3D image data augmentation for deep learning";
+    homepage = "https://github.com/MIC-DKFZ/batchgenerators";
+    license = lib.licenses.asl20;
+    maintainers = with lib.maintainers; [ bcdarwin ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index e1ea2c9d1e0..7c51a3feedb 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -1803,6 +1803,8 @@ in {
 
   base58 = callPackage ../development/python-modules/base58 {};
 
+  batchgenerators = callPackage ../development/python-modules/batchgenerators { };
+
   batinfo = callPackage ../development/python-modules/batinfo {};
 
   bcdoc = callPackage ../development/python-modules/bcdoc {};