diff --git a/docs/modules/memory/types/buffer.ipynb b/docs/modules/memory/types/buffer.ipynb
index e48c7de5..e310a627 100644
--- a/docs/modules/memory/types/buffer.ipynb
+++ b/docs/modules/memory/types/buffer.ipynb
@@ -5,7 +5,7 @@
    "id": "46196aa3",
    "metadata": {},
    "source": [
-    "## ConversationBufferMemory\n",
+    "# ConversationBufferMemory\n",
     "\n",
     "This notebook shows how to use `ConversationBufferMemory`. This memory allows for storing of messages and then extracts the messages in a variable.\n",
     "\n",
diff --git a/docs/modules/memory/types/buffer_window.ipynb b/docs/modules/memory/types/buffer_window.ipynb
index b93ab954..a653665a 100644
--- a/docs/modules/memory/types/buffer_window.ipynb
+++ b/docs/modules/memory/types/buffer_window.ipynb
@@ -5,7 +5,7 @@
    "id": "a20c4e38",
    "metadata": {},
    "source": [
-    "## ConversationBufferWindowMemory\n",
+    "# ConversationBufferWindowMemory\n",
     "\n",
     "`ConversationBufferWindowMemory` keeps a list of the interactions of the conversation over time. It only uses the last K interactions. This can be useful for keeping a sliding window of the most recent interactions, so the buffer does not get too large\n",
     "\n",
diff --git a/docs/modules/memory/types/kg.ipynb b/docs/modules/memory/types/kg.ipynb
index 1890a2e6..c6739d45 100644
--- a/docs/modules/memory/types/kg.ipynb
+++ b/docs/modules/memory/types/kg.ipynb
@@ -5,7 +5,7 @@
    "id": "44c9933a",
    "metadata": {},
    "source": [
-    "## Conversation Knowledge Graph Memory\n",
+    "# Conversation Knowledge Graph Memory\n",
     "\n",
     "This type of memory uses a knowledge graph to recreate memory.\n",
     "\n",
diff --git a/docs/modules/memory/types/summary.ipynb b/docs/modules/memory/types/summary.ipynb
index 7d7bc6e1..89b5865d 100644
--- a/docs/modules/memory/types/summary.ipynb
+++ b/docs/modules/memory/types/summary.ipynb
@@ -5,7 +5,7 @@
    "id": "1674bfd6",
    "metadata": {},
    "source": [
-    "## ConversationSummaryMemory\n",
+    "# ConversationSummaryMemory\n",
     "Now let's take a look at using a slightly more complex type of memory - `ConversationSummaryMemory`. This type of memory creates a summary of the conversation over time. This can be useful for condensing information from the conversation over time.\n",
     "\n",
     "Let's first explore the basic functionality of this type of memory."
diff --git a/docs/modules/memory/types/summary_buffer.ipynb b/docs/modules/memory/types/summary_buffer.ipynb
index 158577bc..bc29eea9 100644
--- a/docs/modules/memory/types/summary_buffer.ipynb
+++ b/docs/modules/memory/types/summary_buffer.ipynb
@@ -5,7 +5,7 @@
    "id": "ff4be5f3",
    "metadata": {},
    "source": [
-    "## ConversationSummaryBufferMemory\n",
+    "# ConversationSummaryBufferMemory\n",
     "\n",
     "`ConversationSummaryBufferMemory` combines the last two ideas. It keeps a buffer of recent interactions in memory, but rather than just completely flushing old interactions it compiles them into a summary and uses both. Unlike the previous implementation though, it uses token length rather than number of interactions to determine when to flush interactions.\n",
     "\n",
diff --git a/docs/modules/memory/types/token_buffer.ipynb b/docs/modules/memory/types/token_buffer.ipynb
index 3ddbf44f..9cf371f1 100644
--- a/docs/modules/memory/types/token_buffer.ipynb
+++ b/docs/modules/memory/types/token_buffer.ipynb
@@ -5,7 +5,7 @@
    "id": "ff4be5f3",
    "metadata": {},
    "source": [
-    "## ConversationTokenBufferMemory\n",
+    "# ConversationTokenBufferMemory\n",
     "\n",
     "`ConversationTokenBufferMemory` keeps a buffer of recent interactions in memory, and uses token length rather than number of interactions to determine when to flush interactions.\n",
     "\n",