diff --git a/pkgs/development/python-modules/tflearn/default.nix b/pkgs/development/python-modules/tflearn/default.nix
new file mode 100644
index 000000000000..341c1da56801
--- /dev/null
+++ b/pkgs/development/python-modules/tflearn/default.nix
@@ -0,0 +1,24 @@
+{ lib, fetchPypi, buildPythonPackage, fetchurl, pytest, scipy, h5py
+, pillow, tensorflow }:
+
+buildPythonPackage rec {
+  pname = "tflearn";
+  version = "0.3.2";
+
+  src = fetchPypi {
+    inherit pname version;
+    sha256 = "034lvbslcivyj64r4w6xmr90ckmyxmrnkka9kal50x4175h02n1z";
+  };
+
+  buildInputs = [ pytest ];
+
+  propagatedBuildInputs = [ scipy h5py pillow tensorflow ];
+
+  doCheck = false;
+
+  meta = with lib; {
+    description = "Deep learning library featuring a higher-level API for TensorFlow";
+    homepage    = "https://github.com/tflearn/tflearn";
+    license     = licenses.mit;
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 5ef8626d72ed..9b98a1af7891 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -16809,22 +16809,7 @@ EOF
     cudaSupport = true;
   };
 
-  tflearn = buildPythonPackage rec {
-    name = "tflearn-0.2.1";
-
-    meta = {
-      description = "Deep learning library featuring a higher-level API for TensorFlow";
-      homepage    = "https://github.com/tflearn/tflearn";
-      license     = licenses.mit;
-    };
-
-    propagatedBuildInputs = with self; [ scipy h5py pillow tensorflow ];
-
-    src = pkgs.fetchurl {
-      url = "mirror://pypi/t/tflearn/${name}.tar.gz";
-      sha256 = "1n884c4j35409id2bncyj5fvmmfpdqj3pk6wrv0s1znnvs0lkii0";
-    };
-  };
+  tflearn = callPackage ../development/python-modules/tflearn { };
 
   simpleai = buildPythonPackage rec {
      version = "0.7.11";