diff --git a/python_binding/operator/pybind_WeightInterleaving.cpp b/python_binding/operator/pybind_WeightInterleaving.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..25b423bd66503b39f031695121cf673c45c34bbe
--- /dev/null
+++ b/python_binding/operator/pybind_WeightInterleaving.cpp
@@ -0,0 +1,39 @@
+/********************************************************************************
+ * Copyright (c) 2023 CEA-List
+ *
+ * This program and the accompanying materials are made available under the
+ * terms of the Eclipse Public License 2.0 which is available at
+ * http://www.eclipse.org/legal/epl-2.0.
+ *
+ * SPDX-License-Identifier: EPL-2.0
+ *
+ ********************************************************************************/
+
+#include <pybind11/pybind11.h>
+#include "aidge/operator/WeightInterleaving.hpp"
+
+namespace py = pybind11;
+
+namespace Aidge {
+
+void declare_WeightInterleaving(py::module &m) {
+  py::class_<WeightInterleaving_Op, std::shared_ptr<WeightInterleaving_Op>, OperatorTensor>(m, "WeightInterleavingOp", py::multiple_inheritance())
+    .def(py::init<>())
+    .def_static("get_inputs_name", &WeightInterleaving_Op::getInputsName)
+    .def_static("get_outputs_name", &WeightInterleaving_Op::getOutputsName)
+    .def_readonly_static("Type", &WeightInterleaving_Op::Type)
+
+    .def("__repr__", [](WeightInterleaving_Op& b) {
+        return fmt::format("Operator(type='{}')", b.Type);
+    });
+
+  declare_registrable<WeightInterleaving_Op>(m, "WeightInterleavingOp");
+
+  m.def("WeightInterleaving", &WeightInterleaving, py::arg("name") = "");
+}
+
+void init_WeightInterleaving(py::module &m) {
+  declare_WeightInterleaving(m);
+}
+
+}  // namespace Aidge
diff --git a/python_binding/pybind_core.cpp b/python_binding/pybind_core.cpp
index 006eeb289f25570ddf337f048b05816102624028..f572c024d3cf69a1a06cd9be3e60cc7106fccfe3 100644
--- a/python_binding/pybind_core.cpp
+++ b/python_binding/pybind_core.cpp
@@ -83,6 +83,7 @@ void init_Sub(py::module&);
 void init_Tanh(py::module&);
 void init_Transpose(py::module&);
 void init_Unsqueeze(py::module&);
+void init_WeightInterleaving(py::module&);
 
 void init_Node(py::module&);
 void init_GraphView(py::module&);
@@ -177,6 +178,7 @@ void init_Aidge(py::module& m) {
     init_Tanh(m);
     init_Transpose(m);
     init_Unsqueeze(m);
+    init_WeightInterleaving(m);
 
     init_Producer(m);