Search Results for author: Daniel Crawl

Found 4 papers, 0 papers with code

Multimodal Wildland Fire Smoke Detection

no code implementations29 Dec 2022 Siddhant Baldota, Shreyas Anantha Ramaprasad, Jaspreet Kaur Bhamra, Shane Luna, Ravi Ramachandra, Eugene Zen, Harrison Kim, Daniel Crawl, Ismael Perez, Ilkay Altintas, Garrison W. Cottrell, Mai H. Nguyen

Research has shown that climate change creates warmer temperatures and drier conditions, leading to longer wildfire seasons and increased wildfire risks in the United States.

Management

Workflow-Driven Distributed Machine Learning in CHASE-CI: A Cognitive Hardware and Software Ecosystem Community Infrastructure

no code implementations26 Feb 2019 Ilkay Altintas, Kyle Marcus, Isaac Nealey, Scott L. Sellars, John Graham, Dima Mishin, Joel Polizzi, Daniel Crawl, Thomas DeFanti, Larry Smarr

The advances in data, computing and networking over the last two decades led to a shift in many application domains that includes machine learning on big data as a part of the scientific process, requiring new capabilities for integrated and distributed hardware and software infrastructure.

BIG-bench Machine Learning Management

Modular Resource Centric Learning for Workflow Performance Prediction

no code implementations15 Nov 2017 Alok Singh, Mai Nguyen, Shweta Purawat, Daniel Crawl, Ilkay Altintas

The central idea of this work is to train resource-centric machine learning agents to capture complex relationships between a set of program instructions and their performance metrics when executed on a specific resource.

BIG-bench Machine Learning Distributed Computing +1

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