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 339

Management Machine Learning Experimentation Metrics 339

Andrew White

DECEMBER 16, 2019

As such an ROI would have been impossible. See Data and Analytics Strategies Need More-Concrete Metrics of Success. In summary therefore we could say that half of IT investments might be ROI based; the other half are justified using things like faith, hope, and charity. The article notes this as cognitive uncertainty.

Uncertainty 40

Uncertainty ROI Metrics Strategy 40

The Unofficial Google Data Science Blog

DECEMBER 4, 2019

by THOMAS OLAVSON Thomas leads a team at Google called "Operations Data Science" that helps Google scale its infrastructure capacity optimally. This classification is based on the purpose, horizon, update frequency and uncertainty of the forecast. This defines the ROI on the investment of human time.

Forecasting 113

Forecasting Data Science Statistics Uncertainty 113

CIO Business Intelligence

JANUARY 4, 2023

Workflow Optimization from Edge to Core/Cloud and Back : Integration with edge devices as well as integration with different HPC systems is currently designed in-house or otherwise customized. Of course, data center challenges are also driving demand for these alternatives. Yes, specific AI workflows require special hardware configurations.

Cost-Benefit 59

Cost-Benefit Machine Learning Modeling Uncertainty 59

Domino Data Lab

JUNE 23, 2019

Ensure that product managers work on projects that matter to the business and/or are aligned to strategic company metrics. Google, Facebook, other leaders, they really have set up a culture of extreme measurement where every part of their product experience is instrumented to optimize clicks and drive user engagement.

Management 110

Management Machine Learning Experimentation Metrics 110

IBM Big Data Hub

SEPTEMBER 11, 2023

Government executives face several uncertainties as they embark on their journeys of modernization. Each recommendation was grounded in the user research conducted and validated to render significant return on investment (ROI) to the business mission of AZDCS. frequency (how many occurrences?), time (how much time is lost?)

Data-driven 85

Data-driven IT Measurement Cost-Benefit 85

Smart Data Collective

FEBRUARY 14, 2023

The good news is that predictive analytics technology is making it easier for people to boost their ROI and tweak their portfolios to align with their investment goals. Predictive analytics technology can help optimize your profile to better meet your investment goals. Are there any risks associated with asset allocation?

Predictive Analytics 109

Predictive Analytics Management Analytics Risk 109