diff --git a/src/TensorFlowNET.Keras/Losses/MeanSquaredError.cs b/src/TensorFlowNET.Keras/Losses/MeanSquaredError.cs
new file mode 100644
index 00000000..884808f4
--- /dev/null
+++ b/src/TensorFlowNET.Keras/Losses/MeanSquaredError.cs
@@ -0,0 +1,26 @@
+using System;
+using System.Collections.Generic;
+using System.Text;
+using static Tensorflow.Binding;
+using static Tensorflow.KerasApi;
+
+namespace Tensorflow.Keras.Losses
+{
+    public class MeanSquaredError : LossFunctionWrapper, ILossFunc
+    {
+        public MeanSquaredError(
+            string reduction = ReductionV2.AUTO,
+            string name = "mean_squared_error") :
+            base(reduction: reduction, 
+                name: name)
+        {
+        }
+
+        public override Tensor Apply(Tensor y_true = null, Tensor y_pred =null, bool from_logits = false, int axis = -1)
+        {
+            Tensor y_pred_dispatch = ops.convert_to_tensor(y_pred);
+            Tensor y_true_cast = gen_math_ops.cast(y_true, y_pred_dispatch.dtype);
+            return  gen_math_ops.mean(gen_math_ops.squared_difference(y_pred_dispatch, y_true_cast), axis: -1);
+        }
+    }
+}