Flame: an open source framework for model development, hosting, and usage in production environments.

ABSTRACT: This article describes Flame, an open source software for building predictive models and supporting their use in production environments. Flame is a web application with a web-based graphic interface, which can be used as a desktop application or installed in a server receiving requests from multiple users. Models can be built starting from any collection of biologically annotated chemical structures since the software supports structural normalization, molecular descriptor calculation, and machine learning model generation using predefined workflows. The model building workflow can be customized from the graphic interface, selecting the type of normalization, molecular descriptors, and machine learning algorithm to be used from a panel of state-of-the-art methods implemented natively. Mor

SUBMITTER: Pastor M 

PROVIDER: S-EPMC8054391 | biostudies-literature | 2021 Apr

REPOSITORIES: biostudies-literature