Artificial Intelligence
Assistant Professor, Educational Psychology
My research focuses on educational statistics (psychometrics), machine learning and AI in educational data, and visualization.
- Latent variable modeling for innovative item types
- Data mining
- Deep learning and large language models…
- Accepting new graduate research students
Assistant Professor, Electrical and Computer Engineering
My research interest spans domain-specific acceleration chip design, computer architecture, and agile design automation. Specifically, my recent research centers around enabling ubiquitous AI-powered intelligent functionalities, particularly highlighting a holistic solution from efficient architectures, to chips, and to integrated systems and advocating the design insight of marrying algorithm-hardware co-design techniques with application-level…
- Accepting new graduate research students
Associate Professor, Electrical and Computer Engineering
Customizable computing with software-defined hardware acceleration:
- Hardware/software codesign for machine learning: especially for accelerating early-day CNNs, sub-8-bit mixed-precision CNNs, vision transformers, stable diffusion, low-bit training, and SNNs
- Hardware/software codesign for big data…
- Accepting new graduate research students
Data Science Specialist
Assistant Professor, Computer Science & Engineering
Karthik Desingh's research focuses on addressing problems in sensing and perceiving the world for robot grasping, manipulation, and navigation. More precisely, he focuses on providing perceptual capabilities for robots using deep learning and probabilistic techniques to enable them to interact with objects and perform tasks in unstructured environments. His research interests broadly lie at the intersection of robotics, computer vision, and machine…
Professor, Department of Pharmaceutical Care & Health Systems
Affiliate Faculty, Institute for Health Informatics
Member of NLP/IE Group, Institute for Health Informatics
My research interests include evaluating and developing novel computational approaches to natural speech and language processing in the medical domain, including text of medical records and language produced by patients during cognitive testing. I study spontaneous speech and language characteristics indicative of effects of medications and neurodegenerative disorders on human cognition, and work on developing natural language processing and machine…