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Deployment and monitoring on constrained hardware and devices
Cecilia Mascolo · Maria Nyamukuru · Ivan Kiskin · Partha Maji · Yunpeng Li · Stephen Roberts

Fri Jul 23 08:00 AM -- 09:00 AM (PDT) @
in Challenges in Deploying and monitoring Machine Learning Systems »

Chair: Stephen Roberts, University of Oxford

Panelists: - Partha Maji, ARM. "How can we extract true model uncertainty with little to no additional computational costs?", "Are popular Bayesian techniques equally expressible after they have gone through several stages of model compression?" - Cecilia Mascolo, University of Cambridge. "On-device Uncertainty Estimation" - Ivan Kiskin, University of Oxford. "Data Drift", "Updating ML lifecycle" - Yunpeng Li, University of Surrey. "Server-side vs client-side implementation" - Maria Nyamukuru, Dartmouth College. "Pathways to unified embedded machine learning algorithms"

Author Information

Cecilia Mascolo (University of Cambridge)
Maria Nyamukuru (Dartmouth College)
Ivan Kiskin (University of Oxford)
Partha Maji (Arm ML Research Lab)
Yunpeng Li (University of Surrey)
Stephen Roberts (University of Oxford)

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