Paul G. Allen School Courses

Women's Research Day 2021 - Welcome and Keynote

Celebration of women and nonbinary researchers in computer science, featuring a welcome address and keynote presentation on innovative research and the vision behind Women's Research Day.

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

Machine Learning-centric, Energy-Optimized Wireless Systems - Spring 2021 Research Seminar

Explore cross-layer optimization for energy-efficient AIoT systems, integrating machine learning, wireless communication, signal processing, and VLSI architecture for ultra-low power IoT applications.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Kaemika App - Simulating Reaction Networks and Digital Protocols

Explore integrated descriptions for automated scientific processes, extracting models and protocols for analysis and execution using the Kaemika app across multiple platforms.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Policy Learning in Spatial Action Spaces for Robotic Manipulation

Explore innovative approaches to robotic policy learning in spatial action spaces for complex manipulation tasks, addressing challenges and evaluating solutions in simulated and physical environments.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Causal Inference in Single-cell Genomics - Machine Learning in Computational Biology

Explore causal inference in single-cell genomics, focusing on differential expression analysis and integrating bulk data for high-resolution insights into complex disease mechanisms.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Scaling Probabilistically Safe Learning to Robotics

Explores advancements in safe robot learning, focusing on imitation learning theory, scalable reward inference, and efficient policy evaluation to enable real-world deployment with safety guarantees.

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

Enhancing Human Capability with Intelligent Machine Teammates

Exploring human-machine collaboration to improve performance in complex tasks. Research on computational models enabling machines to understand human teammates and enhance capabilities in various fields.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Computer Vision to Phenotype Human Diseases Across Physical and Molecular Scales

Innovative computer vision algorithms for disease phenotyping across scales, from video-based heart function assessment to spatial transcriptomics and immune cell dynamics, with focus on robust and human-compatible AI.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Formal Synthesis for Robots - Leveraging Formal Methods in Robotic Design

Explore how formal methods and synthesis techniques can design, explain, and guarantee robot behavior, with examples of modular robots, swarms, and human-robot interaction.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Machine Learning-based Design of Proteins and Small Molecules

Explore machine learning approaches for protein engineering, focusing on data-driven design to create proteins with desired properties and the challenges of extrapolation in predictive modeling.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Robot Learning From Few Demonstrations by Exploiting Data Structure and Geometry

Explore robot learning from limited demonstrations, leveraging data structure and geometry. Discover optimal control strategies and intuitive interfaces for efficient skill acquisition in human-robot interaction.

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

Crystals That Think About How They're Growing - Molecular Programming Research Seminar

Explore DNA nanotechnology's potential for creating smart molecular systems, including a 355-tile set capable of implementing various 6-bit algorithms with high reliability.

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

Artificial Intelligence for Geometry Processing

Explores deep learning techniques for processing irregular 3D geometric data, addressing challenges in surface reconstruction and geometric modeling. Highlights potential applications and future research directions.

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

Hierarchy, Abstractions and Geometry in Robotics - Spring 2021 Robotics Colloquium

Explore advanced robotics concepts, focusing on abstract reasoning and joint semantic-physical representations for improved planning and decision-making in complex environments.

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

Self-supervising 3D Scene Representations for Perception and Control

Explore 3D scene representation models that learn object permanence, emergence, and dynamics without annotations, supporting language grounding and generalizing across scenes and cameras.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video