17–19 Sept 2025
Tehnical University of Moldova
Europe/Bucharest timezone

AI-based piano learning with real-time feedback and personalized progress tracking

18 Sept 2025, 11:40
15m
Room 4

Room 4

Technical University of Moldova
Paper presentation Networking in Education and Research Networking in Education and Research

Speaker

Andreea-Diana Pîrlac (Faculty of Computer Science,"Alexandru Ioan Cuza" University)

Description

This paper presents Pianalyze, an intelligent e-learning platform designed to support piano practice through real-time audio analysis and personalized feedback. By leveraging convolutional neural networks and in-browser audio capture, the system evaluates performance and provides explanatory insights to guide learners. Also, the platform enables manually curated learning paths and tracks individual progress over time. Our experimental evaluation shows that the system provides real-time visual and textual feedback, effectively bridging the gap between traditional instruction and self-guided learning through AI-driven support.
Keywords — Piano Learning Platform, Real-Time Audio Feedback, Music Note Recognition, AI in Music Education, CNN-based Audio Classification

Author

Andreea-Diana Pîrlac (Faculty of Computer Science,"Alexandru Ioan Cuza" University)

Co-author

Alina Duca (Faculty of Computer Science,"Alexandru Ioan Cuza" University)

Presentation materials