O'Reilly on Data

MARCH 31, 2020

Machine learning adds uncertainty. Underneath this uncertainty lies further uncertainty in the development process itself. There are strategies for dealing with all of this uncertainty–starting with the proverb from the early days of Agile: “ do the simplest thing that could possibly work.”

Management 327

Management Machine Learning Experimentation Metrics 327

Domino Data Lab

MAY 15, 2019

PMs can leverage that intuition to calibrate the tradeoffs of various approaches given their company’s data “and how it can be used to solve customer problems.” The last step for a PM is to “use derived data from the system to build new products” as this provides another way to ensure ROI across the business.

Machine Learning 111

Machine Learning Management Experimentation Uncertainty 111

IBM Big Data Hub

SEPTEMBER 11, 2023

Government executives face several uncertainties as they embark on their journeys of modernization. The team implemented a phased approach to the human-centered design assessment, which led to a data-driven roadmap of recommended technological enhancements.

Data-driven 88

Data-driven IT Measurement Cost-Benefit 88

Domino Data Lab

JUNE 23, 2019

And then you’ll do a lot of work to get it out and then there’ll be no ROI at the end. If you have a user facing product, the data that you had when you prototype the model may be very different from what you actually have in production. The biggest time sink is often around data collection, labeling and cleaning.

Management 110

Management Machine Learning Experimentation Metrics 110