Search Results for author: Jacob Balma

Found 3 papers, 0 papers with code

PharML.Bind: Pharmacologic Machine Learning for Protein-Ligand Interactions

no code implementations23 Oct 2019 Aaron D. Vose, Jacob Balma, Damon Farnsworth, Kaylie Anderson, Yuri K. Peterson

This manuscript presents results from training and testing using the entirety of BindingDB after cleaning; this includes a test set with 19, 708 X-ray structures and 247, 633 drugs, leading to 2, 708, 151 unique protein-ligand pairings.

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

Cannot find the paper you are looking for? You can Submit a new open access paper.