auto-sklearn is an automated machine learning toolkit built on top of Sklearn. It performs hyperparameter tuning as well as algorithm selection. It works by taking advantage of Bayesian optimization, meta-learning, and ensemble construction.
Benefits and features
- Provides automated machine learning using meta-learning, Bayesian optimization, and ensemble learning techniques
- Built-in hyperparameter optimization and algorithm selection
- Solves regression and classification problems
- Few lines of code required
- Does data preprocessing automatically
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