Year: 2023
Type: article
Abstract: Atlantic is an open-source Python package designed to simplify and automate data preprocessing for supervised ML (Machine Learning) tasks. The Atlantic package integrates multiple customizable preprocessing mechanisms, including datetime feature engineering, automated feature selection, categorical encoding techniques and null imputation methods. In order to provide a comprehensive approach to data processing automation, Atlantic automated preprocessing pipeline follows an optimization method based on tree-based models ensembles. The main goal of Atlantic is to automatically identify the best combination of preprocessing mechanisms for a specific dataset, aiming to improve the performance of future ML models applied to that data.
Source: Software Impacts
Authors: Luís Santos, Luís Ferreira
Institution: DTX Digital Transformation CoLAB
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: gold
Estimated APC paid: $260
OpenAlex ID: W4382467674