AutoML Conference (2023)

Various Lecturers

The international conference on automated machine learning (AutoML) is the premier gathering of professionals focussed on the progressive automation of machine learning (ML), aiming to develop automated methods for making ML methods more efficient, robust, trustworthy, and available to everyone. A special focus of the AutoML conference lies on openness: via sharing of code, we hope to facilitate a culture of open collaborations across academic and industrial partners.

Industry Keynotes

Bayesian Optimization for Second-Life Batteries

Prof. Dr. Ralf Herbrich

Date: September 12, 2023
Language: English
Duration: 00:21:20
Bayesian Optimization for Second-Life Batteries 00:21:20

AutoML in Practice: Requirements, Solutions, Software & Lessons

Mihaela van der Schaar

Date: September 12, 2023
Language: English
Duration: 00:25:21
AutoML in Practice: Requirements, Solutions, Software & Lessons 00:25:21

Open Foundation Models: Reproducible Science of Transferable Learning

Dr. Jenia Jitsev

Date: September 12, 2023
Language: English
Duration: 00:37:50
Open Foundation Models: Reproducible Science of Transferable Learning 00:37:50

From AutoML to AutoDS

Andreas Müller

Date: September 12, 2023
Language: English
Duration: 00:28:36
From AutoML to AutoDS 00:28:36

Feature Selection and Knowledge Discovery in AutoML and Automated Causal Discovery

Ioannis Tsamardinos

Date: September 12, 2023
Language: English
Duration: 00:34:23
Feature Selection and Knowledge Discovery in AutoML and Automated Causal Discovery 00:34:23

Industry Day Tutorials

Tutorial: Open Source Vizier

Qiuyi Zhang , Xingyou Song

Date: September 12, 2023
Language: English
Duration: 01:28:03
Tutorial: Open Source Vizier 01:28:03

AutoGluon v1.0: Shattering the AutoML Ceiling with Zero Lines of Code

David Salinas , Nick Erickson , Oleksandr Shchur

Date: September 12, 2023
Language: English
Duration: 02:00:59
AutoGluon v1.0: Shattering the AutoML Ceiling with Zero Lines of Code 02:00:59

Industry Day Talks

Hardware-aware Neural Architecture Search at Bosch

Thomas Elsken

Date: September 12, 2023
Language: English
Duration: 00:39:29
Hardware-aware Neural Architecture Search at Bosch 00:39:29

AutoML meets Multiobjective Optimization

Fabian Rang , Robert Haase

Date: September 12, 2023
Language: English
Duration: 00:31:27
AutoML meets Multiobjective Optimization 00:31:27

Some Applications of Bayesian Optimisation in Industry

Haitham Bou-Ammar

Date: September 12, 2023
Language: English
Duration: 00:32:35
Some Applications of Bayesian Optimisation in Industry 00:32:35

Gen AI Meets AutoML

Bindu Reddy

Date: September 12, 2023
Language: English
Duration: 00:37:11
Gen AI Meets AutoML 00:37:11

The Future of AutoML

Devvret Rishi

Date: September 12, 2023
Language: English
Duration: 00:29:08
The Future of AutoML 00:29:08

Industry Day Panel

Bridging the Gap Between AutoML Academia & Industry

Bindu Reddy , Nick Erickson , Adam Becker , Ioannis Tsamardinos , Thomas Elsken

Date: September 12, 2023
Language: English
Duration: 00:49:41
Bridging the Gap Between AutoML Academia & Industry 00:49:41

Opening

Opening & Welcome

Prof. Frank Hutter

Date: September 13, 2023
Language: English
Duration: 00:42:50
Opening & Welcome 00:42:50

Keynote

A Reality-centric Perspective on AutoML: AutoML's Unique Challenges in Healthcare …and beyond

Mihaela van der Schaar

Date: September 13, 2023
Language: English
Duration: 01:05:23
A Reality-centric Perspective on AutoML: AutoML's Unique Challenges in Healthcare …and beyond 01:05:23

Tutorials

Comparing Apples with Apples: Tools for Benchmarking of Hyperparameter Optimization Methods

David Salinas , Matthias Seeger

Date: September 13, 2023
Language: English
Duration: 01:28:25
Comparing Apples with Apples: Tools for Benchmarking of Hyperparameter Optimization Methods 01:28:25

Hands-on Tutorial on the LLM-based Auto-Survey Competition

Lisheng Sun-Hosoya

Date: September 13, 2023
Language: English
Duration: 01:23:08
Hands-on Tutorial on the LLM-based Auto-Survey Competition 01:23:08

A Tutorial on Meta-Reinforcement Learning

Jacob Beck , Risto Vuorio

Date: September 13, 2023
Language: English
Duration: 01:33:40
A Tutorial on Meta-Reinforcement Learning 01:33:40

Meta-Learning for Hyperparameter Optimization

Martin Wistuba

Date: September 13, 2023
Language: English
Duration: 01:27:14
Meta-Learning for Hyperparameter Optimization 01:27:14

Language Modelling for Optimization

Xingyou Song , Yutian Chen

Date: September 13, 2023
Language: English
Duration: 01:24:48
Language Modelling for Optimization 01:24:48

A Survey of Methods for Automated Algorithm Configuration

Jasmin Brandt , Marcel Wever , Viktor Bengs

Date: September 13, 2023
Language: English
Duration: 01:27:56
A Survey of Methods for Automated Algorithm Configuration 01:27:56

Best Paper Talks

Exploiting Network Compressibility and Topology in Zero-Cost NAS

Rosco Hunter

Date: September 13, 2023
Language: English
Duration: 00:16:26
Exploiting Network Compressibility and Topology in Zero-Cost NAS 00:16:26

Better Practices for Domain Adaptation

Linus Ericsson

Date: September 13, 2023
Language: English
Duration: 00:14:27
Better Practices for Domain Adaptation 00:14:27

Keynotes

Beyond Loss: Efficient Optimization of Living Machine Learning Systems

Eytan Bakshy

Date: September 14, 2023
Language: English
Duration: 00:53:30
Beyond Loss: Efficient Optimization of Living Machine Learning Systems 00:53:30

AutoML-Zero to One: Discovering Machine Learning from Simple Primitives

Esteban Real

Date: September 14, 2023
Language: English
Duration: 01:01:21
AutoML-Zero to One: Discovering Machine Learning from Simple Primitives 01:01:21

Panel Discussion

AutoML and LLMs

Aleksandra Faust , Esteban Real , Noah Hollmann , Slav Petrov , Yutian Chen

Date: September 14, 2023
Language: English
Duration: 00:45:02
AutoML and LLMs 00:45:02

Keynotes

Recommending Learners

Madeleine Udell

Date: September 15, 2023
Language: English
Duration: 01:06:27
Recommending Learners 01:06:27

Transferable Neural Architecture Search with Diffusion Models for the Real World

Hayeon Lee

Date: September 15, 2023
Language: English
Duration: 00:53:42
Transferable Neural Architecture Search with Diffusion Models for the Real World 00:53:42

Panel Discussion

Automated Data Science

Andreas Müller , Eytan Bakshy , Madeleine Udell , Lars Kotthoff , Roman Garnett

Date: September 15, 2023
Language: English
Duration: 00:44:11
Automated Data Science 00:44:11

Competition Reports

Closing

Closing

Aaron Klein , Prof. Frank Hutter , Marius Lindauer

Date: September 15, 2023
Language: English
Duration: 00:24:02
Closing 00:24:02