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16.12.2022 Alex Smola: Talk at our chair

AutoGluon: Empowering (Multimodal) AutoML for the Next 10 Million Users

09.12.2022

Speaker

Alex Smola - VP & Distinguished Scientist at Amazon Web Services

Date

16.12.2022 10:00–11:00 h

Abstract

Automated machine learning (AutoML) offers the promise of translating raw data into accurate predictions without the need for significant human effort, expertise, and manual experimentation. AutoGluon is a state-of-the-art and easy-to-use toolkit that empowers multimodal AutoML. Different from most AutoML systems that focus on solving tabular tasks containing categorical and numerical features, we consider supervised learning tasks on various types of data including tabular features, text, image, time series, as well as their combinations.