Title:
Human-Focused Reinforcement Learning
Human-Focused Reinforcement Learning
dc.contributor.author | Brunskill, Emma | |
dc.contributor.corporatename | Georgia Institute of Technology. GVU Center | en_US |
dc.contributor.corporatename | Stanford University. Dept. of Computer Science | en_US |
dc.date.accessioned | 2020-03-09T18:08:32Z | |
dc.date.available | 2020-03-09T18:08:32Z | |
dc.date.issued | 2020-02-27 | |
dc.description | Presented on February 27, 2020 at 12:00 p.m. in the Technology Square Research Building, Banquet Hall. | en_US |
dc.description | Emma Brunskill is an assistant professor in the Computer Science Department at Stanford University where she leads the AI for Human Impact group. Her work focuses on reinforcement learning in high stakes scenarios--how can an agent learn from experience to make good decisions when experience is costly or risky, such as in educational software, healthcare decision making, or people-facing applications. | en_US |
dc.description | Runtime: 56:32 minutes | en_US |
dc.description.abstract | There is increasing excitement about reinforcement learning--a subarea of machine learning for enabling an agent to learn to make good decisions. Yet numerous questions and challenges remain for reinforcement learning to help support progress in applications that involve interacting with people, like education, consumer marketing and healthcare. I will discuss our work on some of the technical challenges that arise in this pursuit, including sample efficiency, counterfactual reasoning, robustness, and applications to health and education. | en_US |
dc.format.extent | 56:32 minutes | |
dc.identifier.uri | http://hdl.handle.net/1853/62482 | |
dc.language.iso | en_US | en_US |
dc.relation.ispartofseries | GVU Brown Bag | |
dc.subject | Artificial intelligence (AI) | en_US |
dc.subject | Human-focused AI | en_US |
dc.subject | Reinforcement learning | en_US |
dc.title | Human-Focused Reinforcement Learning | en_US |
dc.type | Moving Image | |
dc.type.genre | Lecture | |
dspace.entity.type | Publication | |
local.contributor.corporatename | GVU Center | |
local.relation.ispartofseries | GVU Brown Bag Seminars | |
relation.isOrgUnitOfPublication | d5666874-cf8d-45f6-8017-3781c955500f | |
relation.isSeriesOfPublication | 34739bfe-749f-4bc5-a716-21883cd1bbd0 |
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