Sentiment Analysis for Course Recommendation

🚀 What It Does

Transform the way learners choose online courses by harnessing the power of community feedback. Go beyond star ratings and uncover the true value of educational content through deep sentiment analysis. Empower your learning journey with real-world insights from fellow students, ensuring every course decision is informed, personalized, and rewarding.

Our Sentiment Analysis for Course Recommendation project leverages web scraping and machine learning, featuring a Random Forest Classifier trained on the Coursera dataset. This system analyzes user comments and classifies sentiments as positive, negative, or neutral, providing a more nuanced course rating than conventional methods. Simply input a course URL, and our tool extracts and evaluates the feedback to generate a comprehensive sentiment-based rating.

🔥 Key Features:

• Sentiment-driven course ratings that go beyond simple star reviews.
• Real-time web scraping to gather course feedback.
• Machine learning-powered analysis using a trained Random Forest Classifier.
• Course comparison functionality to evaluate multiple courses side by side.
• Empowers learners to make smarter, data-driven education choices.

This innovative approach, built with Python, Flask, and the YouTube API, ensures a seamless experience for individuals seeking high-quality learning resources tailored to their specific needs.

🛠️ How We Built It

The project is developed using the following technologies:

• Python 🐍 – Core language for implementation
• Flask 🌐 – Backend framework for seamless functionality
• BeautifulSoup 🏗️ – Web scraping for extracting course reviews
• Pandas 📊 – Data processing and analysis
• YouTube API 🎥 – Fetching additional insights from video reviews
• Machine Learning (Random Forest Classifier) 🤖 – Sentiment classification model

This fusion of web technologies and AI-driven analytics enables a smarter, more intuitive course selection experience for learners worldwide.

💡 Revolutionize how you choose online courses—let real feedback guide your learning journey!

Built With

• numpy
• python