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Bringing an AI Product to Market

O'Reilly on Data

Without clarity in metrics, it’s impossible to do meaningful experimentation. Experiments allow AI PMs not only to test assumptions about the relevance and functionality of AI Products, but also to understand the effect (if any) of AI products on the business. Don’t expect agreement to come simply.

Marketing 362
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The pandemic pivot: 5 key leadership lessons that will last

CIO Business Intelligence

The early days of the pandemic taught organizations like Avery Dennison the power of agility and experimentation. It also taught the packing materials manufacturer how to use IT to create an adaptive organization flexible enough to respond to crises and create solutions. Employee crowdsourcing can yield breakthrough ideas.

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Frugal AI: Value at Scale Without Breaking the Bank

Dataiku

The research confirmed that, even on common AI models, the process can emit more than 626,000 pounds of carbon dioxide equivalent — nearly five times the lifetime emissions of the average American car (and that includes the manufacturing of the car itself). Is this level of computation and engineering of my model needed?

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Variance and significance in large-scale online services

The Unofficial Google Data Science Blog

Unlike experimentation in some other areas, LSOS experiments present a surprising challenge to statisticians — even though we operate in the realm of “big data”, the statistical uncertainty in our experiments can be substantial. We must therefore maintain statistical rigor in quantifying experimental uncertainty.

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How to choose the best AI platform

IBM Big Data Hub

” When observing its potential impact within industry, McKinsey Global Institute estimates that in just the manufacturing sector, emerging technologies that use AI will by 2025 add as much as USD 3.7 AI technology is quickly proving to be a critical component of business intelligence within organizations across industries.

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4 key roles that define transformational IT leaders today

CIO Business Intelligence

Rick Johnson, who has been a CIO since 2011, was appointed the first-ever chief digital officer at Marvin, a manufacturer of doors and windows in January 2023. This has meant that Sezgin has embraced a culture of innovation and experimentation. He says the CDO role there “is inclusive of a typical CIO role.”

IT 115