CSE592: Machine Learning

• Chia-Ping Chen

• Bishop, Pattern Recognition and Machine Learning, ISBN: 978-0-387-31073-2

• ☐ course overview
• ☐ introduction
• ☐ probability distributions
• ☐ linear models for regression
• ☐ linear models for clasification
• ☐ neural networks
• ☐ kernel methods
• ☐ graphical models
• ☐ mixture models and EM
• ☐ appproximate inference
• ☐ sampling methods
• ☐ continuous latent variables
• ☐ sequential data
• ☐ model combination
• ☐ final project

• linear algebra
• probability
• deep learning