diff --git a/advanced_training_notebook.ipynb b/advanced_training_notebook.ipynb
index b58dbe3..43a9132 100644
--- a/advanced_training_notebook.ipynb
+++ b/advanced_training_notebook.ipynb
@@ -673,22 +673,22 @@
     "# Training command with optimized settings\n",
     "!\"{sys.executable}\" -m microwakeword.model_train_eval \\\n",
     "--training_config='training_parameters.yaml' \\\n",
-    "--train 1 \\  # Enable training\n",
-    "--restore_checkpoint 1 \\  # Resume training from the last checkpoint\n",
-    "--test_tf_nonstreaming 1 \\  # Test TensorFlow non-streaming model\n",
-    "--test_tflite_nonstreaming 1 \\  # Test TFLite non-streaming model\n",
-    "--test_tflite_nonstreaming_quantized 1 \\  # Test TFLite quantized non-streaming model\n",
-    "--test_tflite_streaming 1 \\  # Test TFLite streaming model\n",
-    "--test_tflite_streaming_quantized 1 \\  # Test TFLite quantized streaming model\n",
-    "--use_weights \"best_weights\" \\  # Use the best model weights for testing\n",
-    "mixednet \\  # Specify the model architecture\n",
-    "--pointwise_filters \"64,96,128,160\" \\  # Optimized filter sizes\n",
-    "--repeat_in_block \"2,2,3,3\" \\  # Increased repetitions for deeper feature learning\n",
-    "--mixconv_kernel_sizes '[5], [7,11], [9,15], [17,23]' \\  # Wider kernels for better temporal feature extraction\n",
-    "--residual_connection \"1,1,1,0\" \\  # Enable residuals for all but the last block\n",
-    "--first_conv_filters 48 \\  # Larger initial filter size for improved feature extraction\n",
-    "--first_conv_kernel_size 7 \\  # Larger kernel for the first convolution\n",
-    "--stride 2  # Reduce stride to preserve more temporal details\n"
+    "--train 1 \\\n",
+    "--restore_checkpoint 1 \\\n",
+    "--test_tf_nonstreaming 1 \\\n",
+    "--test_tflite_nonstreaming 1 \\\n",
+    "--test_tflite_nonstreaming_quantized 1 \\\n",
+    "--test_tflite_streaming 1 \\\n",
+    "--test_tflite_streaming_quantized 1 \\\n",
+    "--use_weights \"best_weights\" \\\n",
+    "mixednet \\\n",
+    "--pointwise_filters \"64,96,128,160\" \\\n",
+    "--repeat_in_block \"2,2,3,3\" \\\n",
+    "--mixconv_kernel_sizes '[5], [7,11], [9,15], [17,23]' \\\n",
+    "--residual_connection \"1,1,1,0\" \\\n",
+    "--first_conv_filters 48 \\\n",
+    "--first_conv_kernel_size 7 \\\n",
+    "--stride 2 \n"
    ]
   },
   {