From b9ae624f78cc23b53a4a5176e270620ff6ed2373 Mon Sep 17 00:00:00 2001
From: Farzad Sunavala <40604067+farzad528@users.noreply.github.com>
Date: Sat, 25 Jan 2025 10:55:48 -0600
Subject: [PATCH] minor renames

Signed-off-by: Farzad Sunavala <40604067+farzad528@users.noreply.github.com>
---
 docs/examples/rag_azuresearch.ipynb | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/examples/rag_azuresearch.ipynb b/docs/examples/rag_azuresearch.ipynb
index 08e7c73b..b80ed8fc 100644
--- a/docs/examples/rag_azuresearch.ipynb
+++ b/docs/examples/rag_azuresearch.ipynb
@@ -383,7 +383,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Embed and Upsert to Azure AI Search\n"
+    "#### Generate Embeddings and Upload to Azure AI Search\n"
    ]
   },
   {
@@ -498,8 +498,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Part 4: RAG Query with Azure OpenAI\n",
-    "Combine retrieval from Azure Search with Chat Completions (aka. grounding your LLM)"
+    "### Part 4: Perform RAG I\n",
+    "Combine retrieval from Azure AI Search with Azure OpenAI Chat Completions (aka. grounding your LLM)"
    ]
   },
   {