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@@ -40,19 +40,6 @@ This project is a **Streamlit-based web application** designed to help users fin
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  - **Pandas**: For data management and manipulation.
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- ## 💡 Usage
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- 1. **Scraping Course Data**: The app will scrape all free courses from Analytics Vidhya. If the `scraped.csv` file doesn’t exist, it will automatically scrape and save the data.
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- 2. **Search for Courses**: Users can enter keywords related to their desired courses and press the **Search** button. The app will return the top 10 most relevant courses based on their query.
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- 3. **View Results**: Each result will display the course title, image, relevance score, and a link to the course page.
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- ## 🛠️ Future Improvements
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- - **Enhanced Filtering Options**: Add filters for difficulty level, course duration, etc.
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- - **User Feedback**: Implement a mechanism for users to rate the relevance of displayed courses.
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- - **Dynamic Scraping**: Optimize the scraping process to handle changes in course listings.
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  ## 📥 Installation and Setup
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  1. **Clone the Repository**
 
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  - **Pandas**: For data management and manipulation.
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  ## 📥 Installation and Setup
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  1. **Clone the Repository**