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https://github.com/alaebouchiba551/docker_ai_assignment
https://github.com/alaebouchiba551/docker_ai_assignment
Last synced: 5 days ago
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- Host: GitHub
- URL: https://github.com/alaebouchiba551/docker_ai_assignment
- Owner: AlaeBouchiba551
- Created: 2024-08-21T13:36:02.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2024-08-24T00:47:10.000Z (5 months ago)
- Last Synced: 2024-11-10T03:29:56.399Z (2 months ago)
- Language: Python
- Size: 13.7 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
Multi-Modal Semantic Search Engine with RAG :
This project implements a multi-modal semantic search engine using Langchain or LlamaIndex. It retrieves and ranks text chunks and images from a source document based on a user query. it also extends functionality to a Retrieval-Augmented Generation (RAG) system to generate natural language responses.
Goals :
*Multi-Modal Search: Retrieve and rank relevant text chunks (500-1000 characters) and images based on user queries.
*Optional RAG Enhancement: Generate answers using a text generation model (BART) based on retrieved content.
*Technologies:
-Langchain or LlamaIndex
-Transformers (for optional text generation)
-CLIP (for embeddings)
-PyTorch