diff --git a/pkgs/development/python-modules/botorch/default.nix b/pkgs/development/python-modules/botorch/default.nix
new file mode 100644
index 000000000000..ac31c7fdd9a1
--- /dev/null
+++ b/pkgs/development/python-modules/botorch/default.nix
@@ -0,0 +1,51 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, gpytorch
+, linear_operator
+, multipledispatch
+, pyro-ppl
+, setuptools-scm
+, torch
+, scipy
+, pytestCheckHook
+}:
+
+buildPythonPackage rec {
+  pname = "botorch";
+  version = "0.8.5";
+  format = "pyproject";
+
+  src = fetchFromGitHub {
+    owner = "pytorch";
+    repo = pname;
+    rev = "v${version}";
+    hash = "sha256-VcNHgfk8OfLJseQxHksycWuCPCudCtOdcRV0XnxHSfU=";
+  };
+
+  buildInputs = [
+    setuptools-scm
+  ];
+  propagatedBuildInputs = [
+    gpytorch
+    linear_operator
+    multipledispatch
+    pyro-ppl
+    scipy
+    torch
+  ];
+
+  SETUPTOOLS_SCM_PRETEND_VERSION = version;
+
+  checkInputs = [
+    pytestCheckHook
+  ];
+  pythonImportsCheck = [ "botorch" ];
+
+  meta = with lib; {
+    description = "Bayesian Optimization in PyTorch";
+    homepage = "https://botorch.org";
+    license = licenses.mit;
+    maintainers = with maintainers; [ veprbl ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 0ce85ba52563..2a26bafde61b 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -1435,6 +1435,8 @@ self: super: with self; {
 
   botocore = callPackage ../development/python-modules/botocore { };
 
+  botorch = callPackage ../development/python-modules/botorch { };
+
   bottle = callPackage ../development/python-modules/bottle { };
 
   bottleneck = callPackage ../development/python-modules/bottleneck { };