Automated machine learning: a survey of tools and techniques

HIGHLIGHTS

  • What: This study explores the capabilities limitations and practical applications of six widely used AutoML tools: Auto-sklearn TPOT H2O.ai Google Cloud AutoML Microsoft Azure AutoML and Amazon SageMaker Autopilot.
  • Who: SOONG CHINGTSING from the The George Washington University, USA have published the research: Automated Machine Learning: A Survey of Tools and Techniques, in the Journal: (JOURNAL)
  • How: By evaluating these tools across diverse datasets-spanning tabular data time series image classification and text sentiment analysis-the research highlights their predictive performance computational efficiency scalability and explainability.

SUMMARY

     

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