#SHL Assessment Recommender System

A smart tool that recommends SHL assessments based on job descriptions or queries using Natural Language Processing.

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##Project Links

• Web App (Frontend - Streamlit):
  https://shl-recommender-lw5hlpufzf7gckz5zhvcie.streamlit.app/

• Backend API (FastAPI):
  https://shl-recommender-ucpw.onrender.com/recommend

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##Features

• Accepts job descriptions or keywords
• Uses sentence embeddings (MiniLM model)
• Recommends relevant SHL assessments
• Accessible via Streamlit web interface
• REST API powered by FastAPI

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##Tech Stack

Layer	Technology
Frontend	Streamlit
Backend	FastAPI + Uvicorn
Model	Sentence Transformers
Embeddings	all-MiniLM-L6-v2
Hosting	Render (backend) + Streamlit Cloud (frontend)

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##API Endpoint Usage

POST /recommend

Request Body:

{
  "query": "sales and communication skills"
}

Response:

{
  "results": [
    {
      "name": "Customer Service Simulation",
      "url": "https://www.shl.com/product/customer-service-simulation/",
      "remote_testing": "Yes",
      "adaptive_irt": "Yes",
      "duration": "35 minutes",
      "test_type": "Simulation",
      "similarity_score": 0.72
    },
    ...
  ]
}