Conference site ยป Proceedings

Proceedings of the 18th Python in Science Conference (SciPy 2019)

Chris Calloway, David Lippa, Dillon Niederhut, David Shupe

July 8 - July 14

Austin, Texas

Organizers | Sponsored Students

Articles

Case study: Real-world machine learning application for hardware failure detection 1
Hongsup Shin

Expert RF Feature Extraction to Win the Army RCO AI Signal Classification Challenge 9
Kyle Logue, Esteban Valles, Andres Vila, Alex Utter, Darren Semmen, Eugene Grayver, Sebastian Olsen, Donna Branchevsky

Deep and Ensemble Learning to Win the Army RCO AI Signal Classification Challenge 17
Andres Vila, Donna Branchevsky, Kyle Logue, Sebastian Olsen, Esteban Valles, Darren Semmen, Alex Utter, Eugene Grayver

Analyzing Particle Systems for Machine Learning and Data Visualization with freud 23
Bradley D. Dice, Vyas Ramasubramani, Eric S. Harper, Matthew P. Spellings, Joshua A. Anderson, Sharon C. Glotzer

CAF Implementation on FPGA Using Python Tools 30
Chiranth Siddappa, Mark Wickert

Developing a Graph Convolution-Based Analysis Pipeline for Multi-Modal Neuroimage Data: An Application to Parkinson's Disease 38
Christian McDaniel, Shannon Quinn, PhD

pyjanitor: A Cleaner API for Cleaning Data 46
Eric J. Ma, Zachary Barry, Sam Zuckerman, Zachary Sailer

Codebraid: Live Code in Pandoc Markdown 50
Geoffrey M. Poore

Solving Polynomial Systems with phcpy 58
Jasmine Otto, Angus Forbes, Jan Verschelde

Optimizing Python-Based Spectroscopic Data Processing on NERSC Supercomputers 65
Laurie A. Stephey, Rollin C. Thomas, Stephen J. Bailey

A Real-Time 3D Audio Simulator for Cognitive Hearing Science 73
Mark Wickert

An intelligent shopping list based on the application of partitioning and machine learning algorithms 81
Nadia Tahiri, Bogdan Mazoure, Vladimir Makarenkov

Parameter Estimation Using the Python Package pymcmcstat 89
Paul R. Miles, Ralph C. Smith

PyLZJD: An Easy to Use Tool for Machine Learning 97
Edward Raff, Joe Aurelio, Charles Nicholas

PyDDA: A new Pythonic Wind Retrieval Package 103
Robert Jackson, Scott Collis, Timothy Lang, Corey Potvin, Todd Munson

Visualization of Bioinformatics Data with Dash Bio 110
Shammamah Hossain

PMDA - Parallel Molecular Dynamics Analysis 118
Shujie Fan, Max Linke, Ioannis Paraskevakos, Richard J. Gowers, Michael Gecht, Oliver Beckstein