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Towards explainable automated machine learning
2023Automated machine learning (AutoML) aims at increasing the efficiency and accessibility of machine learning (ML) techniques by automating complex tasks like model and hyperparameter selection through optimization. While AutoML systems and hyperparameter optimization (HPO) frameworks have demonstrated efficiency gains compared to manual expert-driven ...
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Automated machine learning for autonomic computing
Proceedings of the 9th international conference on Autonomic computing, 2012We are witnessing an explosion in the amount of data generated. Every server, device, and system is able to generate a stream of information that is both valuable and ever changing. It is becoming insufficient to simply store the data for later analysis and modeling.
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Automated Machine Learning: Techniques and Frameworks
2020Nowadays, machine learning techniques and algorithms are employed in almost every application domain (e.g., financial applications, advertising, recommendation systems, user behavior analytics). In practice, they are playing a crucial role in harnessing the power of massive amounts of data which we are currently producing every day in our digital world.
Radwa El Shawi, Sherif Sakr
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Machine Learning in Epigenetic Diseases
Medical Epigenetics, 2021Robert E Akins, Karyn Robinson
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Review on Research of Automated Machine Learning
Proceedings of the 2023 7th International Conference on Computer Science and Artificial Intelligence, 2023Yuyanzhen Zhong +5 more
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Metrics for Evaluating the Performance of Machine Learning Based Automated Valuation Models
Journal of Property Research, 2021Robert J Hill +2 more
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Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021Marcel Wever +2 more
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Automated Machine Learning: Review of the State-of-the-Art and Opportunities for Healthcare
Artificial Intelligence in Medicine, 2020Renato Umeton, Charlotta Lindvall
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An Automated Machine Learning Approach for Earthquake Casualty Rate and Economic Loss Prediction
Reliability Engineering and System Safety, 2022Limao Zhang, Weiyi Chen
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