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Machine Learning Sensors



Pete Warden , Matthew Stewart , Brian Plancher , Colby Banbury , Shvetank Prakash , Emma Chen , Zain Asgar , Sachin Katti , Vijay Janapa Reddi


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CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (tinyML) Acceleration on FPGAs



Shvetank Prakash , Tim Callahan , Joseph Bushagour , Colby Banbury , Alan V. Green , Pete Warden , Tim Ansell , Vijay Janapa Reddi


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ML-EXray: Visibility into ML Deployment on the Edge



Hang Qiu , Ioanna Vavelidou , Jian Li , Evgenya Pergament , Pete Warden , Sandeep Chinchali , Zain Asgar , Sachin Katti


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Widening Access to Applied Machine Learning with TinyML



Vijay Janapa Reddi , Brian Plancher , Susan Kennedy , Laurence Moroney , Pete Warden , Anant Agarwal , Colby Banbury , Massimo Banzi , Matthew Bennett , Benjamin Brown , Sharad Chitlangia , Radhika Ghosal , Sarah Grafman , Rupert Jaeger , Srivatsan Krishnan , Maximilian Lam , Daniel Leiker , Cara Mann , Mark Mazumder , Dominic Pajak , Dhilan Ramaprasad , J. Evan Smith , Matthew Stewart , Dustin Tingley

* Understanding the underpinnings of the TinyML edX course series: https://www.edx.org/professional-certificate/harvardx-tiny-machine-learning 

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Few-Shot Keyword Spotting in Any Language



Mark Mazumder , Colby Banbury , Josh Meyer , Pete Warden , Vijay Janapa Reddi

* Submitted to INTERSPEECH 2021 

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Data Engineering for Everyone



Vijay Janapa Reddi , Greg Diamos , Pete Warden , Peter Mattson , David Kanter


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TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems



Robert David , Jared Duke , Advait Jain , Vijay Janapa Reddi , Nat Jeffries , Jian Li , Nick Kreeger , Ian Nappier , Meghna Natraj , Shlomi Regev , Rocky Rhodes , Tiezhen Wang , Pete Warden


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