Paris workshop on Bayesian Deep Learning for Cosmology and Time Domain Astrophysics

Session

Ethics of large scale machine learning

Jun 23, 2022, 2:30 PM

Buffon Amphitheater (APC laboratory, Université Paris Cité)

117. Keynote

Prof. Jean-Gabriel Ganascia (Sorbonne Université)

6/23/22, 2:30 PM

105. Goodness-of-fit Evaluation: Toward Trustworthy Probabilistic Machine Learning (ethics1)

Arya Farahi (University of Texas at Austin)

6/23/22, 3:30 PM

Talk

58. Goodness-of-fit Evaluation: Toward Trustworthy Probabilistic Machine Learning (ethics1)

Arya Farahi (University of Texas at Austin)

Ethics of large scale ML

Talk

Likelihood-based and machine learning-based probabilistic classifiers are utilized by astronomers to classify astronomical objects and events. Simultaneously, these models are increasingly deployed to guide consequential decision-making tasks in our society (resource allocation, admission recommendation, etc). While the applications of these models have been rapidly increasing, we have not...