resurchify Conferences Journals Workshops Seminars
      
SYMPOSIUMS MEETINGS CONFERENCE RANKING JOURNAL RANKING IMPACT FACTOR BLOGS



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

About

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

Booking.com

Check Other Conferences, Workshops, and Seminars

OTHER MACHINE LEARNING EVENTS

Frontiers in Big Data 2020 : Novel Big Data Technologies in Public Health

ICMTEL 2021 : 3rd EAI International Conference on Multimedia Technology and Enhanced Learning
Leicester, Great Britain
Apr 09, 2021
ICDM 2021 : 21th Industrial Conference on Data Mining
New York, USA
Jul 14, 2021
MLDM 2021 : 17th International Conference on Machine Learning and Data Mining
New York, USA
Jul 17, 2021
RSDA 2020 : The 5th IEEE International Workshop on Reliability and Security Data Analysis
Coimbra, Portugal (Virtual workshop)
Oct 12, 2020

OTHER ARTIFICIAL INTELLIGENCE EVENTS

RLPMTM 2021 : Applied Sciences special issue Rich Linguistic Processing for Multilingual Text Mining

ICMTEL 2021 : 3rd EAI International Conference on Multimedia Technology and Enhanced Learning
Leicester, Great Britain
Apr 09, 2021
ICIIT 2021 : 6th International Conference on Intelligent Information Technology
Ho Chi Minh, Vietnam
Feb 25, 2021
LegalAI 2020 : The Fourth Annual Workshop on Applications of Artificial Intelligence in the Legal Industry
Virtual
Dec 10, 2020
ICCR 2020 : 3rd International Conference on Control and Robots
Tokyo, Japan
Dec 26, 2020

OTHER DEEP LEARNING EVENTS

ACVR 2020 : 8th International Workshop on Assistive Computer Vision and Robotics
Online
Aug 28, 2020
DIDL 2020 : Fourth Workshop on Distributed Infrastructures for Deep Learning
UC Davis, CA
Dec 09, 2020
KDAH-CIKM 2020 : Third Workshop on Knowledge-Driven Analytics and systems impacting Human Quality of Life
Virtual
Oct 19, 2020
BigDataCPS 2020 : The Second International Workshop on Big Data Analytics of Cyber-Physical Systems
Online
Oct 19, 2020
Special Issue : Deep Learning for Visual Contents Processing and Analysis