Deep Learning: A Statistical Perspective

Fall 2020 at Seoul National University

Instructor: Professor Myunghee Cho Paik

• Introduction
• Feature extraction, Discrimination, SVM and RKHS
• Learning Theory
• Deep Neural Networks
• Optimization
• Visualization
• RNN
• Variational Inference and autoencoder
• GAN and variations
<