Automated Machine Learning: Methods, Systems, Challenges

Automated Machine Learning: Methods, Systems, Challenges book cover

Automated Machine Learning: Methods, Systems, Challenges

Author(s): Frank Hutter (Editor), Lars Kotthoff (Editor), Joaquin Vanschoren (Editor)

  • Publisher: Springer
  • Publication Date: 23 May 2019
  • Language: English
  • Print length: 236 pages
  • ISBN-10: 3030053199
  • ISBN-13: 9783030053192

Book Description

1 Hyperparameter Optimization.- 2 Meta-Learning.- 3 Neural Architecture Search.- 4 Auto-WEKA.- 5 Hyperopt-Sklearn.- 6 Auto-sklearn.- 7 Towards Automatically-Tuned Deep Neural Networks.- 8 TPOT.- 9 The Automatic Statistician.- 10 AutoML Challenges.

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