docs: update tutorials

docs/core_docs/docs/concepts/retrieval.mdx

@@ -153,7 +153,7 @@ const retriever = SelfQueryRetriever.fromLLM({
 
 :::info[Further reading]
 
-- See our tutorials on [text-to-SQL](/docs/tutorials/sql_qa/), [text-to-Cypher](/docs/tutorials/graph/), and [query analysis for metadata filters](/docs/tutorials/query_analysis/).
+- See our tutorials on [text-to-SQL](/docs/tutorials/sql_qa/), [text-to-Cypher](/docs/tutorials/graph/), and [query analysis for metadata filters](/docs/tutorials/rag#query-analysis).
 - See our [blog post overview](https://blog.langchain.dev/query-construction/).
 - See our RAG from Scratch video on [query construction](https://youtu.be/kl6NwWYxvbM?feature=shared).
 

docs/core_docs/docs/how_to/index.mdx

@@ -263,7 +263,7 @@ For a high-level tutorial on building chatbots, check out [this guide](/docs/tut
 ### Query analysis
 
 Query Analysis is the task of using an LLM to generate a query to send to a retriever.
-For a high-level tutorial on query analysis, check out [this guide](/docs/tutorials/query_analysis/).
+For a high-level tutorial on query analysis, check out [this guide](/docs/tutorials/rag#query-analysis).
 
 - [How to: add examples to the prompt](/docs/how_to/query_few_shot)
 - [How to: handle cases where no queries are generated](/docs/how_to/query_no_queries)

docs/core_docs/docs/how_to/query_constructing_filters.ipynb

@@ -21,7 +21,7 @@
     "\n",
     "This guide assumes familiarity with the following:\n",
     "\n",
-    "- [Query analysis](/docs/tutorials/query_analysis)\n",
+    "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
     "\n",
     ":::\n",
     "\n",

docs/core_docs/docs/how_to/query_few_shot.ipynb

@@ -11,13 +11,13 @@
     "\n",
     "This guide assumes familiarity with the following:\n",
     "\n",
-    "- [Query analysis](/docs/tutorials/query_analysis)\n",
+    "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
     "\n",
     ":::\n",
     "\n",
     "As our query analysis becomes more complex, the LLM may struggle to understand how exactly it should respond in certain scenarios. In order to improve performance here, we can add examples to the prompt to guide the LLM.\n",
     "\n",
-    "Let's take a look at how we can add examples for the LangChain YouTube video query analyzer we built in the [query analysis tutorial](/docs/tutorials/query_analysis)."
+    "Let's take a look at how we can add examples for the LangChain YouTube video query analyzer we built in the [query analysis tutorial](/docs/tutorials/rag#query-analysis)."
    ]
   },
   {

docs/core_docs/docs/how_to/query_high_cardinality.ipynb

@@ -11,7 +11,7 @@
         "\n",
         "This guide assumes familiarity with the following:\n",
         "\n",
-        "- [Query analysis](/docs/tutorials/query_analysis)\n",
+        "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
         "\n",
         ":::\n",
         "\n",

docs/core_docs/docs/how_to/query_multiple_queries.ipynb

@@ -11,7 +11,7 @@
         "\n",
         "This guide assumes familiarity with the following:\n",
         "\n",
-        "- [Query analysis](/docs/tutorials/query_analysis)\n",
+        "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
         "\n",
         ":::\n",
         "\n",

docs/core_docs/docs/how_to/query_multiple_retrievers.ipynb

@@ -11,7 +11,7 @@
         "\n",
         "This guide assumes familiarity with the following:\n",
         "\n",
-        "- [Query analysis](/docs/tutorials/query_analysis)\n",
+        "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
         "\n",
         ":::\n",
         "\n",

docs/core_docs/docs/how_to/query_no_queries.ipynb

@@ -11,7 +11,7 @@
         "\n",
         "This guide assumes familiarity with the following:\n",
         "\n",
-        "- [Query analysis](/docs/tutorials/query_analysis)\n",
+        "- [Query analysis](/docs/tutorials/rag#query-analysis)\n",
         "\n",
         ":::\n",
         "\n",