Ambarish Moharil

Towards efficient AutoML: a pipeline synthesis approach leveraging pre-trained transformers for multimodal data

2024 · Machine Learning

Abstract This paper introduces an Automated Machine Learning (AutoML) framework specifically designed to efficiently synthesize end-to-end multimodal machine learning pipelines. Traditional reliance on the computationally demanding Neural Architecture Search is minimized through the strategic integration …