diff --git a/nexus_banking_networks/nexus_web/src/components/nexus_neural_network_architecture.py b/nexus_banking_networks/nexus_web/src/components/nexus_neural_network_architecture.py
new file mode 100644
index 000000000..fd640bff4
--- /dev/null
+++ b/nexus_banking_networks/nexus_web/src/components/nexus_neural_network_architecture.py
@@ -0,0 +1,17 @@
+import tensorflow as tf
+from tensorflow.keras.models import Model
+from tensorflow.keras.layers import Input, Dense, Dropout
+
+class NexusNeuralNetworkArchitecture:
+    def __init__(self):
+        self.input_layer = Input(shape=(784,))
+        self.hidden_layer1 = Dense(256, activation='relu')(self.input_layer)
+        self.dropout1 = Dropout(0.2)(self.hidden_layer1)
+        self.hidden_layer2 = Dense(128, activation='relu')(self.dropout1)
+        self.dropout2 = Dropout(0.2)(self.hidden_layer2)
+        self.output_layer = Dense(10, activation='softmax')(self.dropout2)
+
+    def create_model(self):
+        model = Model(inputs=self.input_layer, outputs=self.output_layer)
+        model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
+        return model