diff --git a/docs/docs/how_to/vectorstore_retriever.ipynb b/docs/docs/how_to/vectorstore_retriever.ipynb
index 760bcb2f90..cc9958eb32 100644
--- a/docs/docs/how_to/vectorstore_retriever.ipynb
+++ b/docs/docs/how_to/vectorstore_retriever.ipynb
@@ -28,7 +28,7 @@
     "\n",
     "## Creating a retriever from a vectorstore\n",
     "\n",
-    "You can build a retriever from a vectorstore using its [.as_retriever](https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.VectorStore.html#langchain_core.vectorstores.VectorStore.as_retriever) method. Let's walk through an example.\n",
+    "You can build a retriever from a vectorstore using its [.as_retriever](https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.base.VectorStore.html#langchain_core.vectorstores.base.VectorStore.as_retriever) method. Let's walk through an example.\n",
     "\n",
     "First we instantiate a vectorstore. We will use an in-memory [FAISS](https://python.langchain.com/api_reference/community/vectorstores/langchain_community.vectorstores.faiss.FAISS.html) vectorstore:"
    ]