Deployment and monitoring on constrained hardware and devices
Cecilia Mascolo ⋅ Maria Nyamukuru ⋅ Ivan Kiskin ⋅ Partha Maji ⋅ Yunpeng Li ⋅ Stephen Roberts
2021 Panel Discussion
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Workshop: Challenges in Deploying and monitoring Machine Learning Systems
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Workshop: Challenges in Deploying and monitoring Machine Learning Systems
Abstract
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"
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