diff --git a/crypten/nn/__init__.py b/crypten/nn/__init__.py
index 6cf51873..51d053dd 100644
--- a/crypten/nn/__init__.py
+++ b/crypten/nn/__init__.py
@@ -50,6 +50,7 @@
     Mean,
     Module,
     ModuleDict,
+    ModuleList,
     Mul,
     Parameter,
     Pow,
@@ -123,6 +124,7 @@
     "Mean",
     "Module",
     "ModuleDict",
+    "ModuleList",
     "MSELoss",
     "Mul",
     "Parameter",
diff --git a/crypten/nn/module.py b/crypten/nn/module.py
index 4c1beb07..e8e78b75 100644
--- a/crypten/nn/module.py
+++ b/crypten/nn/module.py
@@ -778,6 +778,69 @@ def __init__(self, *module_list, input_names=None):
                 self.output_names = [module_name]
 
 
+class ModuleList(Module):
+    r"""Holds submodules in a list.
+
+    :class:`~crypten.nn.ModuleList` can be indexed like a regular Python list, but
+    modules it contains are properly registered, and will be visible by all
+    :class:`~crypten.nn.Module` methods.
+
+    Args:
+        modules (iterable, optional): an iterable of modules to add
+
+    Example::
+
+        class MyModule(nn.Module):
+            def __init__(self):
+                super(MyModule, self).__init__()
+                self.linears = nn.ModuleList([nn.Linear(10, 10) for i in range(10)])
+
+            def forward(self, x):
+                # ModuleList can act as an iterable, or be indexed using ints
+                for i, l in enumerate(self.linears):
+                    x = self.linears[i // 2](x) + l(x)
+                return x
+    """
+
+    def __init__(self, modules=None):
+        super(ModuleList, self).__init__()
+        if modules is not None:
+            self += modules
+
+    def __dir__(self):
+        keys = super(ModuleList, self).__dir__()
+        keys = [key for key in keys if not key.isdigit()]
+        return keys
+
+    def __delitem__(self, idx):
+        if isinstance(idx, slice):
+            for k in range(len(self._modules))[idx]:
+                del self._modules[str(k)]
+        else:
+            del self._modules[self._get_abs_string_index(idx)]
+        # To preserve numbering, self._modules is being reconstructed with modules after deletion
+        str_indices = [str(i) for i in range(len(self._modules))]
+        self._modules = OrderedDict(list(zip(str_indices, self._modules.values())))
+
+
+__module_list_func_names = [
+    "_get_abs_string_index",
+    "__getitem__",
+    "__setitem__",
+    "__len__",
+    "__iter__",
+    "__iadd__",
+    "insert",
+    "append",
+    "extend",
+]
+
+
+for func_name in __module_list_func_names:
+    func = getattr(torch.nn.ModuleList, func_name)
+    setattr(ModuleList, func_name, func)
+
+
 class ModuleDict(Module):
     r"""Holds submodules in a dictionary.
 
diff --git a/test/test_nn.py b/test/test_nn.py
index e656fdba..e77fb2c5 100644
--- a/test/test_nn.py
+++ b/test/test_nn.py
@@ -1625,6 +1625,59 @@ def test_module_dict(self):
         module_dict.clear()
         self.assertEqual(len(module_dict), 0, "ModuleDict clear failed")
 
+    def test_module_list(self):
+        """Test ModuleDict module"""
+        module_list = crypten.nn.ModuleList()
+        self.assertEqual(len(module_list), 0, "ModuleList initialized incorrect size")
+
+        # Test initialization
+        module_list = crypten.nn.ModuleList(
+            [crypten.nn.Conv2d(10, 10, 3), crypten.nn.MaxPool2d(3)]
+        )
+        self.assertEqual(len(module_list), 2, "ModuleList initialized incorrect size")
+        self.assertTrue(
+            isinstance(module_list[0], crypten.nn.Conv2d),
+            "ModuleList init failed",
+        )
+        self.assertTrue(
+            isinstance(module_list[1], crypten.nn.MaxPool2d),
+            "ModuleList init failed",
+        )
+
+        # Test append
+        module_list.append(crypten.nn.ReLU())
+        self.assertEqual(len(module_list), 3, "ModuleList append failed")
+        self.assertTrue(
+            isinstance(module_list[2], crypten.nn.ReLU),
+            "ModuleList append failed",
+        )
+
+        # Test extend
+        module_list.extend([crypten.nn.Linear(10, 5), crypten.nn.ReLU()])
+        msg = "ModuleList append failed"
+        self.assertEqual(len(module_list), 5, msg)
+        self.assertTrue(isinstance(module_list[3], crypten.nn.Linear), msg)
+        self.assertTrue(isinstance(module_list[4], crypten.nn.ReLU), msg)
+
+        # Test insert
+        module_list.insert(1, crypten.nn.Sigmoid())
+        msg = "ModuleList append failed"
+        self.assertEqual(len(module_list), 6, msg)
+        self.assertTrue(isinstance(module_list[1], crypten.nn.Sigmoid), msg)
+
+        # Test __delitem__
+        del module_list[1]
+        msg = "ModuleList delitem failed"
+        self.assertEqual(len(module_list), 5, msg)
+        self.assertTrue(isinstance(module_list[1], crypten.nn.MaxPool2d), msg)
+
+        # Test __delitem__ with slice
+        del module_list[1:3]
+        msg = "ModuleList delitem failed with slice input"
+        self.assertEqual(len(module_list), 3, msg)
+        self.assertTrue(isinstance(module_list[0], crypten.nn.Conv2d), msg)
+        self.assertTrue(isinstance(module_list[1], crypten.nn.Linear), msg)
+
     def test_parameter_initializations(self):
         """Test crypten.nn.init initializations"""
         sizes = [