Experimentation Optimization Predictive Modeling Uncertainty 
O'Reilly on Data
SEPTEMBER 15, 2020
Technical competence results in reduced risk and uncertainty. Likewise, AI doesn’t inherently optimize supply chains, detect diseases, drive cars, augment human intelligence, or tailor promotions to different market segments. There’s a lot of overlap between these factors. automated retirement portfolio rebalancing and maximized ROI).
O'Reilly on Data
SEPTEMBER 11, 2019
But the database—or, more precisely, the data model —is no longer the sole or, arguably, the primary focus of data engineering. If anything, this focus has shifted to the ML or predictive model. In the second place, data-in-motion behaves less predictably than data-at rest.
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