diff --git a/Quantum_CNN_for_HEP_Eraraya_Ricardo_Muten/development notebooks/QCNN v0.3.0.ipynb b/Quantum_CNN_for_HEP_Eraraya_Ricardo_Muten/development notebooks/QCNN v0.3.0.ipynb
index 6530b73..30b872a 100644
--- a/Quantum_CNN_for_HEP_Eraraya_Ricardo_Muten/development notebooks/QCNN v0.3.0.ipynb	
+++ b/Quantum_CNN_for_HEP_Eraraya_Ricardo_Muten/development notebooks/QCNN v0.3.0.ipynb	
@@ -1547,7 +1547,7 @@
         "outputId": "6d5f0bc5-9609-479c-9cc5-a27cd82e1848"
       },
       "source": [
-        "opt_adam = tf.keras.optimizers.Adam(lr=lr_schedule(0))"
+        "opt_adam = tf.keras.optimizers.Adam(learning_rate=lr_schedule(0))"
       ],
       "execution_count": 36,
       "outputs": [
@@ -2596,4 +2596,4 @@
       "outputs": []
     }
   ]
-}
\ No newline at end of file
+}