Proceedings of the 18th Python in Science Conference
Accepted Papers¶
Accelerating the Advancement of Data Science Education
Eric Van Dusen, Anthony Suen, Alan Liang, Amal Bhatnagar
Case study: Real-world machine learning application for hardware failure detection
Hongsup Shin
Expert RF Feature Extraction to Win the Army RCO AI Signal Classification Challenge
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
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
Bradley Dice, Vyas Ramasubramani, Eric Harper, Matthew Spellings, Joshua Anderson, Sharon Glotzer
CAF Implementation on FPGA Using Python Tools
Chiranth Siddappa, Mark Wickert
Developing a Graph Convolution-Based Analysis Pipeline for Multi-Modal Neuroimage Data: An Application to Parkinson’s Disease
Christian McDaniel, Shannon Quinn
pyjanitor: A Cleaner API for Cleaning Data
Eric J., Zachary Barry, Sam Zuckerman, Zachary Sailer
Codebraid: Live Code in Pandoc Markdown
Geoffrey Poore
Solving Polynomial Systems with phcpy
Jasmine Otto, Angus Forbes, Jan Verschelde
Optimizing Python-Based Spectroscopic Data Processing on NERSC Supercomputers
Laurie Stephey, Rollin Thomas, Stephen Bailey
A Real-Time 3D Audio Simulator for Cognitive Hearing Science
Mark Wickert
An intelligent shopping list based on the application of partitioning and machine learning algorithms
Nadia Tahiri, Bogdan Mazoure, Vladimir Makarenkov
Parameter Estimation Using the Python Package pymcmcstat
Paul Miles, Ralph Smith
PyLZJD: An Easy to Use Tool for Machine Learning
Edward Raff, Joe Aurelio, Charles Nicholas
Parkinson’s Classification and Feature Extraction from Diffusion Tensor Images
Rajeswari Sivakumar, Shannon Quinn
PyDDA: A new Pythonic Wind Retrieval Package
Robert Jackson, Scott Collis, Timothy Lang, Corey Potvin, Todd Munson
Better and faster hyperparameter optimization with Dask
Scott Sievert, Tom Augspurger, Matthew Rocklin
Visualization of Bioinformatics Data with Dash Bio
Shammamah Hossain
PMDA - Parallel Molecular Dynamics Analysis
Shujie Fan, Max Linke, Ioannis Paraskevakos, Richard Gowers, Michael Gecht, Oliver Beckstein