7th ICML Workshop on Automated Machine Learning (AutoML)

[Matthias Feurer]

Dear all,

We're happy to announce the 7th ICML Workshop on Automated Machine Learning (AutoML), which will be held on July 17 or July 18 2020.

Submission deadline: Apr 23, 2020 AOE

Website: icml2020.automl.org

Keynote Speakers:

• Mihaela van der Schaar (Professor of Machine Learning, Artificial Intelligence and Medicine at the University of Cambridge)
• Alex Smola (Director, Amazon Web Services)
• Neil Lawrence (DeepMind Professor of Machine Learning at the University of Cambridge and visiting Professor at the University of Sheffield)

We invite submissions on the topics of:

• Model selection, hyper-parameter optimization, and model search
• Neural architecture search
• Meta-learning and transfer learning
• Bayesian optimization for AutoML
• Evolutionary algorithms for AutoML
• Multi-fidelity optimization
• Predictive models of performance
• Automatic feature extraction / construction
• Automatic data cleaning
• Automatic generation of workflows / workflow reuse
• Automatic problem "ingestion" (from raw data and miscellaneous formats)
• Automatic feature transformation to match algorithm requirements
• Automatic acquisition of new data (active learning, experimental design)
• Automatic report generation (providing insight on automatic data analysis)
• Automatic selection of evaluation metrics / validation procedures
• Automatic selection of algorithms under time/space/power constraints
• Automatic construction of fair and unbiased machine learning models
• Automation of semi-supervised and unsupervised machine learning
• Demos of existing AutoML systems
• Robustness of AutoML systems (w.r.t. Randomized algorithms, data, hardware etc.)
• Human-in-the-loop approaches for AutoML
• Learning to learn new algorithms and strategies
• Hyperparameter agnostic algorithms
  

Remark on COVID-19:

We are in contact with the ICML organizers about how the conference and workshops will be organized as ICML will be a virtual conference. We will inform you as soon as possible.

On behalf of the organization committee,

Matthias Feurer

[Matthias Feurer]

Dear all,

We would like to notify you that we extended the submission deadline for the AutoML workshop at ICML'20 by roughly a month because because as ICML being a virtual event, we do not need to budget time for visa applications.

The new submission deadline will be May 20th and the author notification on June 17th.

For more details, please see the email below and the workshop website icml2020.automl.org

On behalf of the organizing committee,

Matthias Feurer

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