diff --git a/docs/src/guide/doublemachinelearning.md b/docs/src/guide/doublemachinelearning.md
index caaa92e..02595f5 100644
--- a/docs/src/guide/doublemachinelearning.md
+++ b/docs/src/guide/doublemachinelearning.md
@@ -49,7 +49,7 @@ To estimate the causal effect, we call estimate_causal_effect! on the model abov
 estimate_causal_effect!(dml)
 ```
 
-# Get a Summary
+# Step 3: Get a Summary
 We can get a summary of the model by pasing the model to the summarize method.
 
 !!!note
diff --git a/docs/src/index.md b/docs/src/index.md
index 9d8c3b3..4a1c876 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -99,4 +99,4 @@ using Pkg
 Pkg.add("CausalELM")
 ```
 ## More Information
-For a more interactive overview, see our JuliaCon 2024 talk[here](https://www.youtube.com/watch?v=hh_cyj8feu8&t=26s)
+For a more interactive overview, see our JuliaCon 2024 talk [here](https://www.youtube.com/watch?v=hh_cyj8feu8&t=26s)