diff --git a/nexus_banking_networks/nexus_web/src/nexus_machine_learning_model.rb b/nexus_banking_networks/nexus_web/src/nexus_machine_learning_model.rb
new file mode 100644
index 000000000..ab3e737e1
--- /dev/null
+++ b/nexus_banking_networks/nexus_web/src/nexus_machine_learning_model.rb
@@ -0,0 +1,16 @@
+require 'tensorflow'
+
+class NexusMachineLearningModel
+    def initialize
+        @model = TensorFlow::Estimator.new do |estimator|
+            estimator.model = TensorFlow::Keras::Sequential.new do |seq|
+                seq.add(TensorFlow::Keras::Layers::Dense.new units: 64, input_shape: [10])
+                seq.add(TensorFlow::Keras::Layers::Dense.new units: 10)
+            end
+        end
+    end
+
+    def predict(data)
+        # Implement prediction logic using TensorFlow
+    end
+end