AutoML: towards automation of machine learning systems maintainability

We explore trust in a relatively new area of data science: Automated Machine Learning (AutoML). In AutoML, AI methods are used to generate and optimize machine learning models by automatically engineering features, selecting models, and optimizing ...

Automated machine learning (AutoML) supports ML engineers and data scientist by automating single tasks like model selection and hyperparameter optimization, automatically generating entire ML pipelines. This article presents a survey of 20 state-...

AutoML and meta-learning are exciting and fast-growing research directions to the research community in both academia and industry. This tutorial is to disseminate and promote the recent research achievements on AutoML and meta-learning as well as their ...