diff --git a/tutorial_deep_learning_basics/deep_learning_basics.ipynb b/tutorial_deep_learning_basics/deep_learning_basics.ipynb
index 2b4f48f..53fce1b 100644
--- a/tutorial_deep_learning_basics/deep_learning_basics.ipynb
+++ b/tutorial_deep_learning_basics/deep_learning_basics.ipynb
@@ -522,7 +522,7 @@
    },
    "outputs": [],
    "source": [
-    "model.compile(optimizer=tf.train.AdamOptimizer(), \n",
+    "model.compile(optimizer=tf.optimizers.Adam(), \n",
     "              loss='sparse_categorical_crossentropy',\n",
     "              metrics=['accuracy'])"
    ]
@@ -817,4 +817,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 1
-}
+}
\ No newline at end of file