diff --git a/website/docs/guides/adapter-creation.md b/website/docs/guides/adapter-creation.md
index 4e8479594c2..b6528495260 100644
--- a/website/docs/guides/adapter-creation.md
+++ b/website/docs/guides/adapter-creation.md
@@ -76,12 +76,12 @@ Differences between databases are encoded into discrete areas:
 
 | Components       | Code Path                                         | Function                                                                      |
 |------------------|---------------------------------------------------|-------------------------------------------------------------------------------|
-| Python Classes   | `adapters/<adapter_name>`                         | Configuration (See above [Python classes](##python classes)                   |
+| Python classes   | `adapters/<adapter_name>`                         | Configuration (Refer to [Python classes](#python classes)                   |
 | Macros           | `include/<adapter_name>/macros/adapters/`         | SQL API & statement syntax (for example, how to create schema or how to get table info) |
 | Materializations | `include/<adapter_name>/macros/materializations/` | Table/view/snapshot/ workflow definitions                                     |
 
 
-#### Python Classes
+#### Python classes
 
 These classes implement all the methods responsible for:
 - Connecting to a database and issuing queries.