diff --git a/docs/my-website/docs/tutorials/finetuned_chat_gpt.md b/docs/my-website/docs/tutorials/finetuned_chat_gpt.md
index 4cdf1497d..0650bdf32 100644
--- a/docs/my-website/docs/tutorials/finetuned_chat_gpt.md
+++ b/docs/my-website/docs/tutorials/finetuned_chat_gpt.md
@@ -1,7 +1,6 @@
 # Using Fine-Tuned gpt-3.5-turbo
 LiteLLM allows you to call `completion` with your fine-tuned gpt-3.5-turbo models
-
-If you're trying to create your custom finetuned gpt-3.5-turbo model following along on this tutorial: 
+If you're trying to create your custom finetuned gpt-3.5-turbo model following along on this tutorial: https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset
 
 Once you've created your fine tuned model, you can call it with `completion()` 
 
@@ -9,7 +8,7 @@ Once you've created your fine tuned model, you can call it with `completion()`
 ```python
 import os
 from litellm import completion
-openai.api_key = os.getenv("OPENAI_API_KEY")
+# set your OPENAI key in your .env as "OPENAI_API_KEY"
 
 response = completion(
   model="ft:gpt-3.5-turbo:my-org:custom_suffix:id",