Keynote Talk
in
Workshop: 7th ICML Workshop on Automated Machine Learning (AutoML 2020)

"Automated ML and its transformative impact on medicine and healthcare" by Mihaela van der Schaar

Mihaela van der Schaar

2020 Keynote Talk
in
Workshop: 7th ICML Workshop on Automated Machine Learning (AutoML 2020)

Abstract

In this keynote session, I will explain the unique characteristics of healthcare that make it a challenging but extremely promising domain in which to apply AutoML. I will give an overview of several novel approaches we has developed to tackle problems as complex and diverse as AutoML for survival analysis, causal inference, and dynamic forecasting from time-series data. I will also highlight medical AutoML frameworks used in real-world contexts, including predictive tools deployed in response to the COVID-19 pandemic.

Video

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