Evaluation of Representation Models for Text Classification with AutoML Tools

no code implementations • 24 Jun 2021 • Sebastian Brändle, Marc Hanussek, Matthias Blohm, Maximilien Kintz

Automated Machine Learning (AutoML) has gained increasing success on tabular data in recent years.

AutoML text-classification +1

VitrAI -- Applying Explainable AI in the Real World

no code implementations • 12 Feb 2021 • Marc Hanussek, Falko Kötter, Maximilien Kintz, Jens Drawehn

With recent progress in the field of Explainable Artificial Intelligence (XAI) and increasing use in practice, the need for an evaluation of different XAI methods and their explanation quality in practical usage scenarios arises.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

Leveraging Automated Machine Learning for Text Classification: Evaluation of AutoML Tools and Comparison with Human Performance

no code implementations • 7 Dec 2020 • Matthias Blohm, Marc Hanussek, Maximilien Kintz

Recently, Automated Machine Learning (AutoML) has registered increasing success with respect to tabular data.

AutoML BIG-bench Machine Learning +2

Can AutoML outperform humans? An evaluation on popular OpenML datasets using AutoML Benchmark

no code implementations • 3 Sep 2020 • Marc Hanussek, Matthias Blohm, Maximilien Kintz

In the last few years, Automated Machine Learning (AutoML) has gained much attention.

AutoML BIG-bench Machine Learning +1