Bolei Zhou Courses

Toward Generalizable Embodied AI for Machine Autonomy

Explore how diverse environments, real-world driving data, and human feedback can improve embodied AI generalization and safety.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Human-AI Interaction for Computer Vision

Explore human-AI collaboration in computer vision, covering image classification, content editing, generative AI, and interactive learning for enhanced AI systems and applications.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Responsible Computer Vision - Model Failures and Solutions

A tutorial on why computer vision models fail through dataset bias, adversarial examples, domain shift, and geographic bias—and methods for more responsible vision.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Human-Centric AI for Computer Vision and Machine Autonomy - ICCV'21 Tutorial

A tutorial on human-centric AI for explainable computer vision, controllable image generation, and more generalizable machine autonomy.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Towards Falsifiable Interpretability Research in Machine Learning - Lecture

A research-focused lecture on testing saliency methods and neuron-based explanations through falsifiable hypotheses in computer vision models.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Interpreting Deep Generative Models for Interactive AI Content Creation

Interpreting latent spaces in deep generative models for interactive AI image creation.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Exploring and Exploiting Interpretable Semantics in GANs - CVPR 2020 Tutorial

Explore interpretable semantics in GAN latent spaces, from dissection and attribute alignment to controlled image manipulation and inversion.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Introduction to Reinforcement Learning - Distributed RL Systems - Lecture 9

Explores distributed reinforcement learning through asynchronous optimization, Hogwild, A3C, IMPALA, RLlib, and system designs for AlphaGo Zero and AlphaStar.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Introduction to Reinforcement Learning - Lecture 1: Overview of RL

An introduction to reinforcement learning, contrasting it with supervised learning and showing how it enables game-playing and robotic skills.

• YouTube
• 23 minutes
• Self-Paced
• Free Video