What popular AutoML solutions are there (H2O, AutoGluon, FLAML, AutoKeras)?
sobes.tech AI
Answer from AI
Popular AutoML solutions include:
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H2O AutoML: a powerful platform supporting various models (GBM, Deep Learning, Stacked Ensembles). It automates model and hyperparameter selection.
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AutoGluon: a library from Amazon focused on ease of use and high performance. Supports tabular data, text, images.
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FLAML: a lightweight AutoML framework emphasizing efficiency and speed. Supports automatic hyperparameter tuning and model selection.
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AutoKeras: based on Keras/TensorFlow, designed for automatic neural network construction, especially for computer vision and text processing tasks.
All these solutions automate the process of model selection, hyperparameter tuning, and sometimes data preprocessing, significantly speeding up ML application development.