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cs.LG2021★ 11 cited
HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization
Vincent Dumont, Casey Garner, Anuradha Trivedi +6
We present a new software, HYPPO, that enables the automatic tuning of hyperparameters of various deep learning (DL) models. Unlike other hyperparameter optimization (HPO) methods,…
cs.LG2020★ 4 cited
Deep Learning on Real Geophysical Data: A Case Study for Distributed Acoustic Sensing Research
Vincent Dumont, Verónica Rodríguez Tribaldos, Jonathan Ajo-Franklin +1
Deep Learning approaches for real, large, and complex scientific data sets can be very challenging to design. In this work, we present a complete search for a finely-tuned and effi…