Integrating Hyperparameter Search into GramML

arXiv:2404.03419v1 Announce Type: new
Abstract: Automated Machine Learning (AutoML) has become increasingly popular in recent years due to its ability to reduce the amount of time and expertise required to design and develop machine learning systems. This is very important for the practice of machine learning, as it allows building strong baselines quickly, improving the efficiency of the data scientists, and reducing the time to production. However, despite the advantages of AutoML, it faces several challenges, such as defining the …

abstract arxiv automated automated machine learning automl become building cs.ai cs.lg design expertise hyperparameter improving learning systems machine machine learning popular practice reduce search systems type