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automl / auto-sklearn

Automated Machine Learning with scikit-learn
https://automl.github.io/auto-sklearn
BSD 3-Clause "New" or "Revised" License
7.54k stars 1.28k forks source link

Auto sklearn vs AutoKeras #756

Closed giorgio79 closed 4 years ago

giorgio79 commented 4 years ago

What is the difference? :) Which one is better?

mfeurer commented 4 years ago

On a very high level, Auto-sklearn uses "traditional" machine learning methods together with Bayesian optimization, while Auto-sklearn performs neural architecture search for deep neural networks. The only performance comparison I'm aware of is https://arxiv.org/pdf/1908.05557.pdf. However, when using data which is suited for deep neural networks, I expect Auto-Keras to outperform Auto-sklearn.