Open-source Frameworks

JD Tech Talk

Dec 5, 2019 · Artificial Intelligence

An Overview of Automated Machine Learning (AutoML): Definitions, Algorithms, Frameworks, and Open Challenges

This article provides a comprehensive overview of Automated Machine Learning (AutoML), covering its definition, objectives, research areas, hyperparameter optimization methods, pipeline construction, major CASH algorithms, open-source frameworks such as AutoSklearn and NNI, practical case studies, and current open research challenges.