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"""

🧠 Intelligent Multimedia Research Assistant (IMRA)

A smart assistant that ingests documents and returns contextual, AI-generated answers using LangChain + HuggingFace + FAISS + RAG architecture.

Features

  • PDF ingestion
  • LLM-based QA (Retrieval Augmented Generation)
  • HuggingFace LLM backend
  • Optional image generation using diffusion models

Setup

  1. Install dependencies
pip install -r requirements.txt
  1. Add Hugging Face token to .env
HUGGINGFACEHUB_API_TOKEN=your_token_here
  1. Run the app
streamlit run ui/app.py

"""

Application URL

Output before tuning the model for resume

Screenshot 2025-04-23 at 9 09 23 AM

Screenshot 2025-04-22 at 10 17 48 PM

Screenshot 2025-04-23 at 12 54 16 PM

Screenshot 2025-04-23 at 12 55 54 PM

Output after tuning the model for resume (see fine-tuning repo at https://github.com/nayanmshah/Intelligent-Multimedia-Research-Assistant-model-finetune)

Screenshot 2025-04-24 at 1 57 56 PM

Screenshot 2025-04-24 at 1 59 00 PM

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