Retraining SNN conversions: CNN to SNN for audio classification tasks

• Main Author: Chang, John Rong Qi
• Other Authors: Goh Wang Ling
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Software::Software engineering
• Online Access: https://hdl.handle.net/10356/167383
• Institution: Nanyang Technological University

Efficient yet powerful models are in high demand for its portability and affordability. Amongst other methods such as model-pruning, is limiting neural network operations to sparse event-driven spikes: Spiking Neural Networks (SNNs) aims to unravel a new direction in machine learning research. A si...