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GTC ON-DEMAND

Deep Learning & AI Frameworks
Presentation
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Taming the Deep Learning Workflow
Abstract:
Despite enormous excitement about the potential of deep learning, building deep learning-powered practical applications remains an enormous challenge. The necessary expertise is scarce, hardware requirements can be prohibitive, and current software tools are immature and limited in scope. We'll describe how deep learning workflows are supported by existing software tooling. Learn about promising opportunities to dramatically improve these workflows via novel algorithmic and software solutions, including resource-aware neural architecture search and fully automated GPU training-cluster orchestration. This talk draws on academic work at CMU, UC Berkeley, and UCLA, as well as our experiences at Determined AI, a startup that builds software to make deep learning engineers more productive.
 
Topics:
Deep Learning & AI Frameworks, Data Center & Cloud Infrastructure
Type:
Talk
Event:
GTC Silicon Valley
Year:
2019
Session ID:
S9704
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