Serdecznie zapraszamy 26 czerwca 2023 r. o godzinie 14:00 na Seminarium Centrum Marka Kaca pod tytułem Causal Inference and its Connection to Machine Learning, które wygłosi prof. Sepideh Pashami z RISE research institutes of Sweden. Seminarium odbędzie się w sali C-2-10 Wydziału Fizyki, Astronomii i Informatyki Stosowanej UJ.
Abstrakt
Machine learning can go beyond its predictive capability by better considering the underlying mechanisms of a system and understand the reasoning behind the decisions. The talk starts by motivating the need for using causal inference research. It covers the definition of cause and effect, randomized experiments, do-calculus, and graphical models. It further explains the potential outcome calculation and a causal discovery algorithm. Finally, it shows how to use causal inference concepts in machine-learning contexts.