diff --git a/12_custom_models_and_training_with_tensorflow.ipynb b/12_custom_models_and_training_with_tensorflow.ipynb
index 6f6d6e8..723c20f 100644
--- a/12_custom_models_and_training_with_tensorflow.ipynb
+++ b/12_custom_models_and_training_with_tensorflow.ipynb
@@ -3640,7 +3640,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 12. Implement a custom layer that performs _Layer Normalization_\n",
+    "## 12. Implement a custom layer that performs _Layer Normalization_\n",
     "_We will use this type of layer in Chapter 15 when using Recurrent Neural Networks._"
    ]
   },
diff --git a/13_loading_and_preprocessing_data.ipynb b/13_loading_and_preprocessing_data.ipynb
index 1299aec..8bb30cb 100644
--- a/13_loading_and_preprocessing_data.ipynb
+++ b/13_loading_and_preprocessing_data.ipynb
@@ -1603,7 +1603,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Using Feature Columns for Parsing"
+    "## Using Feature Columns for Parsing"
    ]
   },
   {
diff --git a/14_deep_computer_vision_with_cnns.ipynb b/14_deep_computer_vision_with_cnns.ipynb
index ed7ea3b..8627e80 100644
--- a/14_deep_computer_vision_with_cnns.ipynb
+++ b/14_deep_computer_vision_with_cnns.ipynb
@@ -1173,7 +1173,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Mean Average Precision (mAP)"
+    "## Mean Average Precision (mAP)"
    ]
   },
   {
diff --git a/15_processing_sequences_using_rnns_and_cnns.ipynb b/15_processing_sequences_using_rnns_and_cnns.ipynb
index 1d63131..99dba80 100644
--- a/15_processing_sequences_using_rnns_and_cnns.ipynb
+++ b/15_processing_sequences_using_rnns_and_cnns.ipynb
@@ -114,7 +114,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Generate the Dataset"
+    "## Generate the Dataset"
    ]
   },
   {
@@ -189,7 +189,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Computing Some Baselines"
+    "## Computing Some Baselines"
    ]
   },
   {
@@ -289,7 +289,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Using a Simple RNN"
+    "## Using a Simple RNN"
    ]
   },
   {