CLAIMED, a visual and scalable component library for Trusted AI
Romeo Kienzler, Ivan Nešić · Proceedings of the Python in Science Conferences · 2021
CLAIMED is a component library for artificial intelligence, machine learning, "extract, transform, load" processes and data science.The goal is to enable low-code/no-code rapid prototyping by providing ready-made components for various business domains, supporting various computer languages, working on various data flow editors and running on diverse execution engines.To demonstrate its utility, we constructed a workflow composed exclusively of CLAIMED components.For this purpose, we made use of a publicly available Computed Tomography (CT) scans dataset [covidata] and created a deep learning model, which is supposed to classify exams as either COVID-19 positive or negative.The pipeline was built with Elyra's Pipeline Visual Editor, with support for local, Airflow and Kubeflow execution.