diff --git a/src/TensorFlowNET.Core/APIs/tf.nn.cs b/src/TensorFlowNET.Core/APIs/tf.nn.cs
index 7b9d0a2c..01789617 100644
--- a/src/TensorFlowNET.Core/APIs/tf.nn.cs
+++ b/src/TensorFlowNET.Core/APIs/tf.nn.cs
@@ -163,6 +163,9 @@ namespace Tensorflow
                 => gen_nn_ops.local_response_normalization(input, depth_radius: depth_radius, bias: bias,
                     alpha: alpha, beta: beta, name: name);
 
+            public Tensor leaky_relu(Tensor features, float alpha = 0.2f, string name = null)
+                => nn_ops.leaky_relu(features, alpha: alpha, name: name);
+
             public rnn_cell_impl rnn_cell => new rnn_cell_impl();
 
             public Tensor softmax(Tensor logits, int axis = -1, string name = null)
diff --git a/src/TensorFlowNET.Core/Operations/NnOps/gen_nn_ops.cs b/src/TensorFlowNET.Core/Operations/NnOps/gen_nn_ops.cs
index f1e40151..49d504ab 100644
--- a/src/TensorFlowNET.Core/Operations/NnOps/gen_nn_ops.cs
+++ b/src/TensorFlowNET.Core/Operations/NnOps/gen_nn_ops.cs
@@ -214,6 +214,17 @@ namespace Tensorflow.Operations
             });
 
             return _op.outputs[0];
+        }
+
+        public static Tensor leaky_relu(Tensor features, float alpha = 0.2f, string name = null)
+        {
+            var _op = _op_def_lib._apply_op_helper("LeakyRelu", name: name, args: new
+            {
+                features,
+                alpha
+            });
+
+            return _op.output;
         }
 
         public static Tensor max_pool(Tensor input,