IMPACT SCORE JOURNAL RANKING CONFERENCE RANKING Conferences Journals Workshops Seminars SYMPOSIUMS MEETINGS BLOG LaTeX 5G Tutorial Free Tools
AutoML 2020 : 7th ICML Workshop on Automated Machine Learning
AutoML 2020 : 7th ICML Workshop on Automated Machine Learning

AutoML 2020 : 7th ICML Workshop on Automated Machine Learning

Vienna, Austria
Event Date: July 17, 2020 - July 18, 2020
Submission Deadline: April 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 Papers

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


Summary

AutoML 2020 : 7th ICML Workshop on Automated Machine Learning will take place in Vienna, Austria. It’s a 2 days event starting on Jul 17, 2020 (Friday) and will be winded up on Jul 18, 2020 (Saturday).

AutoML 2020 falls under the following areas: MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, DEEP LEARNING, etc. Submissions for this Workshop can be made by Apr 23, 2020. Authors can expect the result of submission by May 25, 2020.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the AutoML 2020

  • Short Name: AutoML 2020
  • Full Name: 7th ICML Workshop on Automated Machine Learning
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of AutoML 2020
  • Event Type: Workshop
  • Website Link: http://icml2020.automl.org/
  • Location/Address: Vienna, Austria


Credits and Sources

[1] AutoML 2020 : 7th ICML Workshop on Automated Machine Learning


Check other Conferences, Workshops, Seminars, and Events


OTHER MACHINE LEARNING EVENTS

NLPAI 2024: 2024 5th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2024)
Chongqing, China
Jul 12, 2024
ICAITE 2024: 2024 the International Conference on Artificial Intelligence and Teacher Education (ICAITE 2024)
Beijing, China
Oct 12, 2024
DL for Neuro-heuristic Brain Analysis 2024: Workshop on Deep Learning for Neuro-heuristic Brain Analysis @ ICANN'24
Lugano, Switzerland
Sep 17, 2024
Informed ML for Complex Data@ESANN 2024: Informed Machine Learning for Complex Data special session at ESANN 2024
Bruges, Belgium
Oct 9, 2024
LearnAut 2024: Learning and Automata
Tallinn, Estonia
Jul 7, 2024
SHOW ALL

OTHER ARTIFICIAL INTELLIGENCE EVENTS

ICCMA--EI 2024: 2024 The 12th International Conference on Control, Mechatronics and Automation (ICCMA 2024)
Brunel University London, UK
Nov 11, 2024
NLPAI 2024: 2024 5th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2024)
Chongqing, China
Jul 12, 2024
ICAITE 2024: 2024 the International Conference on Artificial Intelligence and Teacher Education (ICAITE 2024)
Beijing, China
Oct 12, 2024
Informed ML for Complex Data@ESANN 2024: Informed Machine Learning for Complex Data special session at ESANN 2024
Bruges, Belgium
Oct 9, 2024
Effective Grant Writing Using AI 2024: Invitation to Faculty Development Program Effective Grant Writing Strategies Using AI
Online
Mar 12, 2024
SHOW ALL

OTHER DEEP LEARNING EVENTS

DL for Neuro-heuristic Brain Analysis 2024: Workshop on Deep Learning for Neuro-heuristic Brain Analysis @ ICANN'24
Lugano, Switzerland
Sep 17, 2024
SS-GAIMHS 2024: Special Session on Generative AI for Medical and Healthcare System
Paris, France
Jun 26, 2024
FMLDS 2024: International Conference on Future Machine Learning and Data Science
Sydney
Nov 20, 2024
CVMI@CVPR 2024: 9th IEEE Workshop on Computer Vision for Microscopy Image Analysis (CVMI) @ CVPR 2024
Seattle WA, USA
Jun 18, 2024
MMCM@CVPR 2024: 2nd IEEE Workshop on Multimodal Content Moderation (MMCM) @ CVPR 2024
Seattle WA, USA
Jun 17, 2024
SHOW ALL