diff --git a/examples/fine-tuned_qa/olympics-1-collect-data.ipynb b/examples/fine-tuned_qa/olympics-1-collect-data.ipynb
index 67a97ac..b3dec8a 100644
--- a/examples/fine-tuned_qa/olympics-1-collect-data.ipynb
+++ b/examples/fine-tuned_qa/olympics-1-collect-data.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<span style=\"color:orange\">**Note: To answer questions based on text documents, we recommend the procedure in [Question Answering using Embeddings](https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb). Some of the code below may rely on [deprecated API endpoints](https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints).**</span>"
+    "<span style=\"color:orange; font-weight:bold\">Note: To answer questions based on text documents, we recommend the procedure in <a href=\"https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb\">Question Answering using Embeddings</a>. Some of the code below may rely on <a href=\"https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints\">deprecated API endpoints</a>.</span>"
    ]
   },
   {
diff --git a/examples/fine-tuned_qa/olympics-2-create-qa.ipynb b/examples/fine-tuned_qa/olympics-2-create-qa.ipynb
index f54e182..ad1c553 100644
--- a/examples/fine-tuned_qa/olympics-2-create-qa.ipynb
+++ b/examples/fine-tuned_qa/olympics-2-create-qa.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<span style=\"color:orange\">**Note: To answer questions based on text documents, we recommend the procedure in [Question Answering using Embeddings](https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb). Some of the code below may rely on [deprecated API endpoints](https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints).**</span>"
+    "<span style=\"color:orange; font-weight:bold\">Note: To answer questions based on text documents, we recommend the procedure in <a href=\"https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb\">Question Answering using Embeddings</a>. Some of the code below may rely on <a href=\"https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints\">deprecated API endpoints</a>.</span>"
    ]
   },
   {
@@ -149,7 +149,7 @@
     "\n",
     "Note: We have used temperature=0, but it may be beneficial to experiment with a higher temperature to get a higher diversity of questions.\n",
     "\n",
-    "<span style=\"color:orange\">**WARNING: This step will last a long time, and consume a lot of tokens, as it calls davinci-instruct for every section to generate a number of questions.**</span>"
+    "<span style=\"color:orange; font-weight:bold\">WARNING: This step will last a long time, and consume a lot of tokens, as it calls davinci-instruct for every section to generate a number of questions.</span>"
    ]
   },
   {
@@ -308,7 +308,7 @@
     "## 2.5 Search file (DEPRECATED)\n",
     "We create a search file ([API reference](https://beta.openai.com/docs/api-reference/files/list)), which can be used to retrieve the relevant context when a question is asked.\n",
     "\n",
-    "<span style=\"color:orange\">**DEPRECATED: The /search endpoint is deprecated in favour of using embeddings. Embeddings are cheaper, faster and can support a better search experience. See [Question Answering Guide](https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb) for a search implementation using the embeddings**</span>\n"
+    "<span style=\"color:orange; font-weight:bold\">DEPRECATED: The /search endpoint is deprecated in favour of using embeddings. Embeddings are cheaper, faster and can support a better search experience. See <a href=\"https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb\">Question Answering Guide</a> for a search implementation using the embeddings</span>\n"
    ]
   },
   {
diff --git a/examples/fine-tuned_qa/olympics-3-train-qa.ipynb b/examples/fine-tuned_qa/olympics-3-train-qa.ipynb
index 63341ec..f996cb3 100644
--- a/examples/fine-tuned_qa/olympics-3-train-qa.ipynb
+++ b/examples/fine-tuned_qa/olympics-3-train-qa.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<span style=\"color:orange\">**Note: To answer questions based on text documents, we recommend the procedure in [Question Answering using Embeddings](https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb). Some of the code below may rely on [deprecated API endpoints](https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints).**</span>"
+    "<span style=\"color:orange; font-weight:bold\">Note: To answer questions based on text documents, we recommend the procedure in <a href=\"https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb\">Question Answering using Embeddings</a>. Some of the code below may rely on <a href=\"https://github.com/openai/openai-cookbook/tree/main/transition_guides_for_deprecated_API_endpoints\">deprecated API endpoints</a>.</span>"
    ]
   },
   {