1. Ryan Layer ryan.layer@colorado.edu layerlab.org @ryanlayer
CU Boulder CS
Ryan Layer
layerlab.org
@ryanlayer

2. Research Groups Robotics Learning / Human Computer Interfaces
Autonomous Robotics & Perception Group (RPG)
Human Interaction and RObotics Group (HIRO)
Learning / Human Computer Interfaces
Center for Computational Language and Education Research (CLEAR)
Computational Modeling of Human and Machine Learning
Emotive Computing Lab
investigate interplay between thoughts/feelings in complex real-world tasks.
develop intelligent technologies that help accomplish tasks by coordinating thoughts/feelings with what they know/do

3. Chenhao Tan Dan Larremore
Enhance human performance with AI, with a focus on language applications.
Physician notes
How to improve the practice of writing notes, making it more useful and easier to write for doctors.
Dan Larremore
ML/NLP to automatically digest research-relevant information from people’s CV’s.
bootstrap training data with a human in the loop
first 25 examples, annotate by hand
next 25, correct all the mistakes that the algorithm made
next 100, check all the answers, and correct a little as needed
Unsupervised techniques for community detection

4. Danielle Albers Szafir
Learn from user’s interactions with a dataset to support collaborative analysis between people and machines
people classify, interact with, and refine motion trajectories extracted from image data by visualizing both the raw data and features used to make a classification.
Measure how people trust ML from its input/output
Ryan Layer
Pair rapid manual curation with learning to scale to population scale data sets
Structural variants in humans (medical decisions), fish, plants (low- quality reference)

5. Ryan Layer ryan.layer@colorado.edu layerlab.org @ryanlayer
Questions?
Ryan Layer
layerlab.org
@ryanlayer