Fixing deeplake.mdx file as it uses outdates links (#9602)

deeplake.mdx was using old links and was not working properly, in the PR
we fix the issue.

docs/api_reference/guide_imports.json

@@ -2071,8 +2071,8 @@
         "PromptLayer": "https://python.langchain.com/docs/integrations/providers/promptlayer",
         "PromptLayer OpenAI": "https://python.langchain.com/docs/integrations/llms/promptlayer_openai"
     },
-    "DeepLake": {
-        "Deep Lake": "https://python.langchain.com/docs/integrations/providers/deeplake",
+    "Activeloop DeepLake": {
+        "Deep Lake": "https://python.langchain.com/docs/integrations/providers/activeloop_deeplake",
         "Activeloop's Deep Lake": "https://python.langchain.com/docs/integrations/vectorstores/activeloop_deeplake",
         "Analysis of Twitter the-algorithm source code with LangChain, GPT4 and Activeloop's Deep Lake": "https://python.langchain.com/docs/use_cases/question_answering/how_to/code/twitter-the-algorithm-analysis-deeplake",
         "Use LangChain, GPT and Activeloop's Deep Lake to work with code base": "https://python.langchain.com/docs/use_cases/question_answering/how_to/code/code-analysis-deeplake",

docs/docs_skeleton/vercel.json

@@ -166,7 +166,7 @@
     },
     {
       "source": "/docs/integrations/deeplake",
-      "destination": "/docs/integrations/providers/deeplake"
+      "destination": "/docs/integrations/providers/activeloop_deeplake"
     },
     {
       "source": "/docs/integrations/diffbot",

docs/extras/integrations/providers/activeloop_deeplake.mdx

@@ -1,4 +1,4 @@
-# Deep Lake
+# Activeloop Deep Lake
 This page covers how to use the Deep Lake ecosystem within LangChain.
 
 ## Why Deep Lake?
@@ -6,9 +6,15 @@ This page covers how to use the Deep Lake ecosystem within LangChain.
 - Not only stores embeddings, but also the original data with automatic version control.
 - Truly serverless. Doesn't require another service and can be used with major cloud providers (AWS S3, GCS, etc.)
 
+
+Activeloop Deep Lake supports SelfQuery Retrieval:
+[Activeloop Deep Lake Self Query Retrieval](/docs/extras/modules/data_connection/retrievers/self_query/activeloop_deeplake_self_query)
+
+
 ## More Resources
 1. [Ultimate Guide to LangChain & Deep Lake: Build ChatGPT to Answer Questions on Your Financial Data](https://www.activeloop.ai/resources/ultimate-guide-to-lang-chain-deep-lake-build-chat-gpt-to-answer-questions-on-your-financial-data/)
-2. [Twitter the-algorithm codebase analysis with Deep Lake](../use_cases/code/twitter-the-algorithm-analysis-deeplake.html)
+2. [Twitter the-algorithm codebase analysis with Deep Lake](/docs/use_cases/question_answering/how_to/code/twitter-the-algorithm-analysis-deeplake)
+4. [Code Understanding](/docs/modules/data_connection/retrievers/self_query/activeloop_deeplake_self_query)
 3. Here is [whitepaper](https://www.deeplake.ai/whitepaper) and [academic paper](https://arxiv.org/pdf/2209.10785.pdf) for Deep Lake
 4. Here is a set of additional resources available for review: [Deep Lake](https://github.com/activeloopai/deeplake), [Get started](https://docs.activeloop.ai/getting-started) and [Tutorials](https://docs.activeloop.ai/hub-tutorials)
 
@@ -27,4 +33,4 @@ from langchain.vectorstores import DeepLake
 ```
 
 
-For a more detailed walkthrough of the Deep Lake wrapper, see [this notebook](/docs/integrations/vectorstores/deeplake.html)
+For a more detailed walkthrough of the Deep Lake wrapper, see [this notebook](/docs/integrations/vectorstores/activeloop_deeplake)