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docs: templates updated titles (#25646)

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Updated titles into a consistent format. 
Fixed links to the diagrams.
Fixed typos.
Note: The Templates menu in the navbar is now sorted by the file names.
I'll try sorting the navbar menus by the page titles, not the page file
names.
This commit is contained in:
Leonid Ganeline
2024-08-23 01:19:38 -07:00
committed by GitHub
parent 1b2ae40d45
commit 163ef35dd1
106 changed files with 366 additions and 344 deletions
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templates/rag-multi-modal-local/README.md
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@@ -1,7 +1,6 @@
# RAG - Ollama, Nomic, Chroma - multi-modal, local
# rag-multi-modal-local
Visual search is a famililar application to many with iPhones or Android devices. It allows user to search photos using natural language.
Visual search is a familiar application to many with iPhones or Android devices. It allows user to search photos using natural language.
With the release of open source, multi-modal LLMs it's possible to build this kind of application for yourself for your own private photo collection.
@@ -11,7 +10,7 @@ It uses [`nomic-embed-vision-v1`](https://huggingface.co/nomic-ai/nomic-embed-vi
Given a question, relevant photos are retrieved and passed to an open source multi-modal LLM of your choice for answer synthesis.
![Diagram illustrating the visual search process with nomic-embed-vision-v1 embeddings and multi-modal LLM for question-answering, featuring example food pictures and a matcha soft serve answer trace.](https://github.com/langchain-ai/langchain/assets/122662504/da543b21-052c-4c43-939e-d4f882a45d75 "Visual Search Process Diagram")
![Diagram illustrating the visual search process with nomic-embed-vision-v1 embeddings and multi-modal LLM for question-answering, featuring example food pictures and a matcha soft serve answer trace.](https://github.com/langchain-ai/langchain/assets/122662504/da543b21-052c-4c43-939e-d4f882a45d75) "Visual Search Process Diagram"
## Input