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01/27/2023
Is TinyML Sustainable? Assessing the Environmental Impacts of Machine Learning on Microcontrollers
The sustained growth of carbon emissions and global waste elicits signif...
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11/16/2022
XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse
Real-time multi-model multi-task (MMMT) workloads, a new form of deep le...
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07/20/2022
DataPerf: Benchmarks for Data-Centric AI Development
Machine learning (ML) research has generally focused on models, while th...
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05/11/2022
Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots
Machine learning (ML) has become a pervasive tool across computing syste...
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11/17/2021
The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage
The People's Speech is a free-to-download 30,000-hour and growing superv...
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06/07/2021
Widening Access to Applied Machine Learning with TinyML
Broadening access to both computational and educational resources is cri...
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04/03/2021
Few-Shot Keyword Spotting in Any Language
We introduce a few-shot transfer learning method for keyword spotting in...
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07/12/2019