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Metalearning Applications to Automated Machine Learning and Data Mining

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This open access book as one of the fastest-growing areas of research in machine learning, metalearning studies principled methods to obtain efficient models and solutions by adapting machine learning and data mining processes. This adaptation usually exploits information from past experience on oth...

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保存先:
書誌詳細
第一著者: Brazdil, Pavel (auth)
その他の著者: van Rijn, Jan N. (auth), Soares, Carlos (auth), Vanschoren, Joaquin (auth)
フォーマット: 電子媒体 図書の章
言語:英語
出版事項: Cham Springer Nature 2022
シリーズ:Cognitive Technologies
主題:
Artificial intelligence
Data mining
Machine learning
Metalearning
Automating Machine Learning (AutoML)
Machine Learning
Artificial Intelligence
algorithm selection
algorithm recommendation
algorithm configuration
hyperparameter optimization
automating the workflow/pipeline design
metalearning in ensemble construction
metalearning in deep neural networks
transfer learning
algorithm recommendation for data streams
automating data science
Open Access
オンライン･アクセス:OAPEN Library: download the publication
OAPEN Library: description of the publication
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