Adaptive ML models updated with live offline measurements outperform fixed pretrained models on new bioreactor conditions, with just-in-time learning most robust and averaging all models improving stability.
, author Umprecht, A
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Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring
Adaptive ML models updated with live offline measurements outperform fixed pretrained models on new bioreactor conditions, with just-in-time learning most robust and averaging all models improving stability.