diff --git a/pkgs/applications/science/math/mxnet/default.nix b/pkgs/applications/science/math/mxnet/default.nix
new file mode 100644
index 00000000000..67183c9dd55
--- /dev/null
+++ b/pkgs/applications/science/math/mxnet/default.nix
@@ -0,0 +1,43 @@
+{ stdenv, lib, fetchgit, cmake
+, opencv, gtest, openblas, liblapack
+, cudaSupport ? false, cudatoolkit
+, cudnnSupport ? false, cudnn
+}:
+
+assert cudnnSupport -> cudaSupport;
+
+stdenv.mkDerivation rec {
+  name = "mxnet-${version}";
+  version = "0.11.0";
+
+  # Submodules needed
+  src = fetchgit {
+    url = "https://github.com/apache/incubator-mxnet";
+    rev = "refs/tags/${version}";
+    sha256 = "1qgns0c70a1gfyil96h17ms736nwdkp9kv496gvs9pkzqzvr6cpz";
+  };
+
+  nativeBuildInputs = [ cmake ];
+
+  buildInputs = [ opencv gtest openblas liblapack ]
+              ++ lib.optional cudaSupport cudatoolkit
+              ++ lib.optional cudnnSupport cudnn;
+
+  cmakeFlags = lib.optional (!cudaSupport) "-DUSE_CUDA=OFF"
+            ++ lib.optional (!cudnnSupport) "-DUSE_CUDNN=OFF";
+
+  installPhase = ''
+    install -Dm755 libmxnet.so $out/lib/libmxnet.so
+    cp -r ../include $out
+  '';
+
+  enableParallelBuilding = true;
+
+  meta = with stdenv.lib; {
+    description = "Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler";
+    homepage = "https://mxnet.incubator.apache.org/";
+    maintainers = with maintainers; [ abbradar ];
+    license = licenses.asl20;
+    platforms = platforms.linux;
+  };
+}
diff --git a/pkgs/top-level/all-packages.nix b/pkgs/top-level/all-packages.nix
index 61c35ca93b1..3662baec608 100644
--- a/pkgs/top-level/all-packages.nix
+++ b/pkgs/top-level/all-packages.nix
@@ -18472,6 +18472,8 @@ with pkgs;
     sbcl = null;
   };
 
+  mxnet = callPackage ../applications/science/math/mxnet { };
+
   wxmaxima = callPackage ../applications/science/math/wxmaxima { wxGTK = wxGTK30; };
 
   pari = callPackage ../applications/science/math/pari { tex = texlive.combined.scheme-basic; };