AutoGluon enables easy-to-use and easy-to-extend AutoML with a focus on automated stack ensembling, deep learning, and real-world applications spanning text, image, and tabular data. Intended for both ML beginners and experts, AutoGluon enables you to:

  • Quickly prototype deep learning and classical ML solutions for your raw data with a few lines of code.
  • Automatically utilize state-of-the-art techniques (where appropriate) without expert knowledge.
  • Leverage automatic hyperparameter tuning, model selection/ensembling, architecture search, and data processing.
  • Easily improve/tune your bespoke models and data pipelines, or customize AutoGluon for your use-case.

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