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The Future of ML is Tiny and Bright: Challenges and Opportunities
Vijay Janapa Reddi
Fri Apr 09 10:00 AM -- 10:45 AM (PDT) @
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Vijay Janapa Reddi (Harvard University)
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2022 Poster: MLPerf Mobile Inference Benchmark: An Industry-Standard Open-Source Machine Learning Benchmark for On-Device AI »
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2023 Workshop: The 3rd On-Device Intelligence Workshop »
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2023 Poster: Edge Impulse: An MLOps Platform for Tiny Machine Learning »
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2023 Poster: XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse »
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2023 : Closing Remarks »
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2022 Oral: MLPerf Mobile Inference Benchmark: An Industry-Standard Open-Source Machine Learning Benchmark for On-Device AI »
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2021 Workshop: 2nd On-Device Intelligence Workshop »
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2021 Poster: RL-Scope: Cross-stack Profiling for Deep Reinforcement Learning Workloads »
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2021 Oral: RL-Scope: Cross-stack Profiling for Deep Reinforcement Learning Workloads »
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2021 Poster: TensorFlow Lite Micro: Embedded Machine Learning for TinyML Systems »
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2021 Poster: MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers »
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2021 Oral: TensorFlow Lite Micro: Embedded Machine Learning for TinyML Systems »
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2021 Oral: MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers »
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2020 Oral: MLPerf Training Benchmark »
Peter Mattson · Christine Cheng · Gregory Diamos · Cody Coleman · Paulius Micikevicius · David Patterson · Hanlin Tang · Gu-Yeon Wei · Peter Bailis · Victor Bittorf · David Brooks · Dehao Chen · Debo Dutta · Udit Gupta · Kim Hazelwood · Andy Hock · Xinyuan Huang · Daniel Kang · David Kanter · Naveen Kumar · Jeffery Liao · Deepak Narayanan · Tayo Oguntebi · Gennady Pekhimenko · Lillian Pentecost · Vijay Janapa Reddi · Taylor Robie · Tom St John · Carole-Jean Wu · Lingjie Xu · Cliff Young · Matei Zaharia -
2020 Poster: MLPerf Training Benchmark »
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2020 Demonstration: Air Learning: An End To End Learning Gym For Aerial Robots »
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