Teaching

2021

CS 159:
Deep Model-Based Reinforcement Learning
slides

2020

CS 155:
Deep Generative Models
slides

CS 159:
Amortized Inference in Deep Generative Models
slides, video

CS 295 (@ UC Irvine):
Deep Sequential Latent Variable Models
slides

2019

CS 155:
Deep Learning Part I: Neural Networks
slides, video

Deep Learning Part II: CNNs & RNNs
slides, video

Deep Learning Part III: Deep Generative Models
slides, video

CS 159:
Introduction to Deep Generative Models
slides

Maximum Likelihood and Latent Variable Models
slides

CS 295 (@ UC Irvine):
Deep Sequential Latent Variable Models
slides

2018

CS 155:
Deep Learning Part I: Neural Networks
slides, video

Deep Learning Part II: CNNs & RNNs
slides, video

Deep Learning Part III: Deep Generative Models
slides, video

2017

CS 155:
Deep Learning Part I: Neural Networks
slides, video: 1 2

Deep Learning Part II: CNNs & RNNs
slides, video: 1 2

2016

CNS 187:
Convolutional Neural Networks
slides

Special Topics: Biological Inspiration
slides

2015

CNS 187:
Convolutional Neural Networks
slides