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Analytics Vidhya Course Search 📚

A smart search engine for Analytics Vidhya courses using AI-powered semantic search.

Features

  • Natural language course search
  • Semantic understanding of course content
  • Real-time similarity scoring
  • Course level filtering
  • Modern, responsive UI
  • Smart ranking system

Installation

  1. Clone this repository
  2. Install the required packages:
pip install -r requirements.txt

Local Development

  1. Run the Streamlit app locally:
streamlit run app.py
  1. Open your web browser and navigate to http://localhost:8501

Deployment

This app can be deployed on Streamlit Cloud:

  1. Push your code to GitHub:
git init
git add .
git commit -m "Initial commit"
git remote add origin <your-github-repo-url>
git push -u origin main
  1. Visit Streamlit Cloud
  2. Sign in with GitHub
  3. Click "New app"
  4. Select your repository, branch, and main file (app.py)
  5. Click "Deploy"

Usage

  1. Enter natural language queries like "beginner python course" or "advanced machine learning"
  2. Use filters to narrow down results by course level
  3. View matching courses with similarity scores

Technical Details

  • Uses Sentence Transformers for semantic search
  • Built with Streamlit for the web interface
  • Cosine similarity for matching
  • Real-time course embedding and similarity computation

Requirements

See requirements.txt for a complete list of dependencies.

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