diff --git a/pkgs/development/python-modules/gpytorch/default.nix b/pkgs/development/python-modules/gpytorch/default.nix
new file mode 100644
index 000000000000..f914bc326ba9
--- /dev/null
+++ b/pkgs/development/python-modules/gpytorch/default.nix
@@ -0,0 +1,51 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, linear_operator
+, scikit-learn
+, torch
+, pytestCheckHook
+}:
+
+buildPythonPackage rec {
+  pname = "gpytorch";
+  version = "1.10";
+  format = "pyproject";
+
+  src = fetchFromGitHub {
+    owner = "cornellius-gp";
+    repo = pname;
+    rev = "v${version}";
+    hash = "sha256-KY3ItkVjBfIYMkZAmD56EBGR9YN/MRN7b2K3zrK6Qmk=";
+  };
+
+  postPatch = ''
+    substituteInPlace setup.py \
+      --replace 'find_version("gpytorch", "version.py")' \"$version\"
+  '';
+
+  propagatedBuildInputs = [
+    linear_operator
+    scikit-learn
+    torch
+  ];
+
+  checkInputs = [
+    pytestCheckHook
+  ];
+  pythonImportsCheck = [ "gpytorch" ];
+  disabledTests = [
+    # AssertionError on number of warnings emitted
+    "test_deprecated_methods"
+    # flaky numerical tests
+    "test_classification_error"
+    "test_matmul_matrix_broadcast"
+  ];
+
+  meta = with lib; {
+    description = "A highly efficient and modular implementation of Gaussian Processes, with GPU acceleration";
+    homepage = "https://gpytorch.ai";
+    license = licenses.mit;
+    maintainers = with maintainers; [ veprbl ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index e62258be3240..0ce85ba52563 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -4197,6 +4197,8 @@ self: super: with self; {
 
   gpy = callPackage ../development/python-modules/gpy { };
 
+  gpytorch = callPackage ../development/python-modules/gpytorch { };
+
   gpt-2-simple = callPackage ../development/python-modules/gpt-2-simple { };
 
   gpyopt = callPackage ../development/python-modules/gpyopt { };