This new course will cover machine learning algorithms as well as their application to computer vision and computer graphics problems.

Machine Learning Topics:

• Classification

• Regression

• Random Forests

• Deep Neural Networks

• Generative Models

• Generative Adversarial Networks

• Structured Prediction

• MRF / CRF

Vision and Graphics Applications:

• Semantic Segmentation
• Optical Flow
• Structure from Motion
• Video Deblurring
• Rendering Faces
• Global Illumination Sampling