Search Results for author: Marc Ortiz

Found 2 papers, 0 papers with code

Generating Efficient DNN-Ensembles with Evolutionary Computation

no code implementations18 Sep 2020 Marc Ortiz, Florian Scheidegger, Marc Casas, Cristiano Malossi, Eduard Ayguadé

In this work, we leverage ensemble learning as a tool for the creation of faster, smaller, and more accurate deep learning models.

Ensemble Learning Image Classification

Low-Precision Floating-Point Schemes for Neural Network Training

no code implementations14 Apr 2018 Marc Ortiz, Adrián Cristal, Eduard Ayguadé, Marc Casas

The use of low-precision fixed-point arithmetic along with stochastic rounding has been proposed as a promising alternative to the commonly used 32-bit floating point arithmetic to enhance training neural networks training in terms of performance and energy efficiency.

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