resurchify Conferences Journals Workshops Seminars

AutoML 2020 : 7th ICML Workshop on Automated Machine Learning

Vienna, Austria
Event Date: Jul 17, 2020 - Jul 18, 2020
Submission Deadline: Apr 23, 2020
Notification of Acceptance: May 25, 2020


Machine learning has achieved considerable successes in recent years, but this success often relies on human experts, who construct appropriate features, design learning architectures, set their hyperparameters, and develop new learning algorithms. Driven by the demand for off-the-shelf machine learning methods from an ever-growing community, the research area of AutoML targets the progressive automation of machine learning aiming to make effective methods available to everyone. Hence, the workshop targets a broad audience ranging from core machine learning researchers in different fields of ML connected to AutoML, such as neural architecture search, hyperparameter optimization, meta-learning, and learning to learn, to domain experts aiming to apply machine learning to new types of problems.

Call For Paper

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

Hotel Deals

Check Other Conferences, Workshops, and Seminars


eLife 2020 : Drive forward Research Communication and Culture
Cambridge, UK
Sep 02, 2020
ACSTY 2020 : 6th International Conference on Advances in Computer Science and Information Technology
Copenhagen, Denmark
Apr 25, 2020
XKDD 2020 : 2nd International Workshop on eXplainable Knowledge Discovery in Data Mining
Ghent, Belgium
Sep 14, 2020
NAMSP 2020 : International Workshop on New Approaches for Multidimensional Signal Processing
Sofia, Bulgaria
Jul 09, 2020
ICGI 2020 : The 15th International Conference on Grammatical Inference
New York, USA
Aug 26, 2020


ACSTY 2020 : 6th International Conference on Advances in Computer Science and Information Technology
Copenhagen, Denmark
Apr 25, 2020
ICOAI 2020 : 7th International Conference on Artificial Intelligence
Amsterdam, The Netherlands
Oct 14, 2020
ICCSIT 2020 : 13th International Conference on Computer Science and Information Technology
Amsterdam, The Netherlands
Oct 14, 2020
ICIST 2020 : 3rd International Conference on Intelligent Science and Technology
Tokai University, Tokyo, Japan
Nov 27, 2020
ICSCC 2020 : 6th International Conference on Systems, Control and Communications
Chongqing, China
Dec 04, 2020


ICONIP 2020 : The 27th International Conference on Neural Information Processing
Bangkok, Thailand
Nov 18, 2020
ICDTE 2020 : 4th International Conference on Digital Technology in Education
Busan, South Korea
Sep 15, 2020
MNLP 2020 : 4th IEEE Conference on Machine Learning and Natural Language Processing
Agadir, Essaouira, Morocco
Dec 12, 2020
MAAIDL 2020 : Springer Book 'Malware Analysis using Artificial Intelligence and Deep Learning'

AICA 2020 : O'Reilly AI Conference San Jose
San Jose, CA
Mar 15, 2020