DOC: Incorrect API Reference Link in /docs/how_to/vectorstore_retriever/

[PPraneesh]

URL

https://python.langchain.com/docs/how_to/vectorstore_retriever/

Checklist

• I added a very descriptive title to this issue.
• I included a link to the documentation page I am referring to (if applicable).

Issue with current documentation:

There is an incorrect URL in the anchor tag for the VectorStoreRetriever class in the "How to use a vectorstore as a retriever" documentation page.
Location of the Issue :
The problematic link can be found in this section of the documentation:
https://python.langchain.com/docs/how_to/vectorstore_retriever/#:~:text=VectorStoreRetriever
Current (Incorrect) URL:
https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.VectorStoreRetriever.html
Correct URL:
https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.base.VectorStoreRetriever.html
The correct URL includes .base in the path, which is missing in the current documentation.

Idea or request for content:

Please update the markdown cell in the Jupyter notebook to use the correct URL for the VectorStoreRetriever class. The markdown should be modified as follows:

This creates a retriever (specifically a [VectorStoreRetriever](https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.base.VectorStoreRetriever.html)), which we can use in the usual way:

[connorpark24]

I can fix this.

[PPraneesh]

This issue is resolved and merged
#27477