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Andres Montoyo

2 accepted papers

2020

Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing

COLING 2020main

This paper presents AutoGOAL, a system for automatic machine learning (AutoML) that uses heterogeneous techniques. In contrast with existing AutoML approaches, our contribution can automatically build machine learning pipelines that combine techniques and algorithms from different frameworks, includ…

Cited by 10SourcePDFScholar
2020

Demo Application for the AutoGOAL Framework

COLING 2020system demonstrations

This paper introduces a web demo that showcases the main characteristics of the AutoGOAL framework. AutoGOAL is a framework in Python for automatically finding the best way to solve a given task. It has been designed mainly for automatic machine learning(AutoML) but it can be used in any scenario wh…