Improving the robustness of machine learning system through convolutional neural network

• Main Author: Chia, Daryl Jing
• Other Authors: Chang Chip Hong
• Format: Final Year Project
• Language: English
• Published: 2019
• Subjects: DRNTU::Engineering::Electrical and electronic engineering
• Online Access: http://hdl.handle.net/10356/77810
• Institution: Nanyang Technological University

This report is to study what is a Convolutional Neural Network and carry out a multi-layer network surgery on the AlexNet Convolutional Neural Network. The AlexNet network consists of five convolutional layers and three fully connected layers. Noise error layers are then created to fit into the vari...