diff --git a/notebooks/llmu/Fine_Tuning_for_Chat.ipynb b/notebooks/llmu/Fine_Tuning_for_Chat.ipynb
index a7018a9d6..9c9973a93 100644
--- a/notebooks/llmu/Fine_Tuning_for_Chat.ipynb
+++ b/notebooks/llmu/Fine_Tuning_for_Chat.ipynb
@@ -23,7 +23,7 @@
     "\n",
     "In this notebook, you will fine-tune a chatbot on custom conversational data to improve its performance at a specific task.\n",
     "\n",
-    "_Read the [accompanying blog post here](https://docs.cohere.com/docs/fine-tuning-for-chat)._"
+    "_Read the [documentation here](https://docs.cohere.com/docs/chat-fine-tuning)._"
    ]
   },
   {
@@ -71,7 +71,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Fill in your Cohere API key in the next cell. To do this, begin by [signing up to Cohere](https://os.cohere.ai/) (for free!) if you haven't yet. Then get your API key [here](https://dashboard.cohere.com/api-keys)."
+    "Fill in your Cohere API key in the next cell. To do this, begin by [signing up to Cohere](https://dashboard.cohere.com/welcome/register) (for free!) if you haven't yet. Then get your API key [here](https://dashboard.cohere.com/api-keys)."
    ]
   },
   {