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AI-powered academic guidance system that predicts student GPA and recommends personalized courses using collaborative filtering, Jaccard similarity, and PageRank algorithms. Built with Python ML backend, Node.js API, and web frontend for real-time academic planning assistance.
AI-powered K-12 student analytics platform. Uses ML to predict behavior patterns, identify at-risk students early, and generate personalized learning recommendations. Built with Streamlit & scikit-learn.
Multi-class text classification of student social media posts into 4 categories (engagement, living conditions, finances, university loyalty). Achieved 83% accuracy using NLP pipeline with NLTK, Catboost and sklearn. VCIOM Hackathon 2024 (AI & Digital Technologies in Sociological Research).
Bu proje, öğrencilerin sınav performanslarını ve sorulara karşı hissiyatlarını (çok kolay, zor, anlamadım vb.) yapay zekâ ile analiz ederek, kişiye özel öğrenme yol haritası oluşturan bir otomasyon sistemidir.