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fix(docs): update RAG tutorials link to point to correct path (#32169)
## **Description:** This PR updates the internal documentation link for the RAG tutorials to reflect the updated path. Previously, the link pointed to the root `/docs/tutorials/`, which was generic. It now correctly routes to the RAG-specific tutorial page for the following text-embedding models. 1. DatabricksEmbeddings 2. IBM watsonx.ai 3. OpenAIEmbeddings 4. NomicEmbeddings 5. CohereEmbeddings 6. MistralAIEmbeddings 7. FireworksEmbeddings 8. TogetherEmbeddings 9. LindormAIEmbeddings 10. ModelScopeEmbeddings 11. ClovaXEmbeddings 12. NetmindEmbeddings 13. SambaNovaCloudEmbeddings 14. SambaStudioEmbeddings 15. ZhipuAIEmbeddings ## **Issue:** N/A ## **Dependencies:** None ## **Twitter handle:** N/A
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docs/docs/integrations/text_embedding/cohere.ipynb

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docs/docs/integrations/text_embedding/databricks.ipynb

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"source": [
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"## Indexing and Retrieval\n",
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"\n",
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"Embedding models are often used in retrieval-augmented generation (RAG) flows, both as part of indexing data as well as later retrieving it. For more detailed instructions, please see our [RAG tutorials](/docs/tutorials/).\n",
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"Embedding models are often used in retrieval-augmented generation (RAG) flows, both as part of indexing data as well as later retrieving it. For more detailed instructions, please see our [RAG tutorials](/docs/tutorials/rag).\n",
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"\n",
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"Below, see how to index and retrieve data using the `embeddings` object we initialized above. In this example, we will index and retrieve a sample document in the `InMemoryVectorStore`."
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.5"
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"version": "3.9.6"
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}
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},
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"nbformat": 4,

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