Humans in the loop in 2021

6 sessions

MeetupAgile AI Ethics: Balancing Short Term Value with Long Term Ethical OutcomesPamela Jasper, Jasper Consulting Inc · 1:06:51 · Feb 2021 · 213 views · MLOps Meetup
MeetupProduct Management in Machine LearningLaszlo Sragner, Hypergolic · 57:52 · Mar 2021 · 942 views · MLOps Meetup

ClaimLaszlo Sragner says monitoring, evaluation, and labeling are tightly coupled and should happen as one continuous process for machine learning models.9:51

MeetupEngineering MLOpsEmmanuel Raj, TietoEvry · 51:55 · Jun 2021 · 1,081 views · MLOps Meetup
PodcastData Selection for Data-Centric AI: Data Quality Over QuantityCody Coleman · 1:11:01 · Oct 2021 · 616 views · MLOps Coffee Sessions

Pushed backCody Coleman argues against using all available data by default, because noisy data and labels increase cost and difficulty.41:11

MeetupData-Centric AI Means Centralizing Training DataAlberto Rizzoli, V7 · 49:01 · Nov 2021 · 534 views · MLOps Meetup

Pushed backAlberto Rizzoli disputes the usefulness of treating ImageNet as a fully reliable benchmark because some classes contain substantial labeling errors.13:47

PodcastThe Future of AI and ML in Process AutomationSlater Victoroff, Indico Data · 57:50 · Nov 2021 · 321 views · MLOps Coffee Sessions

ClaimSlater Victoroff says changing an OCR engine can invalidate labels when labels are stored only as positions in extracted text.23:25