Search Results for author: Benjamin Robbins

Found 2 papers, 1 papers with code

Using Machine Learning at Scale in HPC Simulations with SmartSim: An Application to Ocean Climate Modeling

3 code implementations13 Apr 2021 Sam Partee, Matthew Ellis, Alessandro Rigazzi, Scott Bachman, Gustavo Marques, Andrew Shao, Benjamin Robbins

We demonstrate the first climate-scale, numerical ocean simulations improved through distributed, online inference of Deep Neural Networks (DNN) using SmartSim.

BIG-bench Machine Learning

Recombination of Artificial Neural Networks

no code implementations12 Jan 2019 Aaron Vose, Jacob Balma, Alex Heye, Alessandro Rigazzi, Charles Siegel, Diana Moise, Benjamin Robbins, Rangan Sukumar

We propose a genetic algorithm (GA) for hyperparameter optimization of artificial neural networks which includes chromosomal crossover as well as a decoupling of parameters (i. e., weights and biases) from hyperparameters (e. g., learning rate, weight decay, and dropout) during sexual reproduction.

Hyperparameter Optimization

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