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Measuring Models' Uncertainty: Conformal Prediction

Dataiku

For designing machine learning (ML) models as well as for monitoring them in production, uncertainty estimation on predictions is a critical asset. It helps identify suspicious samples during model training in addition to detecting out-of-distribution samples at inference time.

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Dell cuts jobs amid growing economic uncertainties

CIO Business Intelligence

In its latest filing, the company said it continued executing cost management measures, “including limiting external hiring, employee reorganizations, and other actions” to align its investments with strategic priorities and customer needs. These actions resulted in a reduction in overall headcount.

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Regulatory uncertainty overshadows gen AI despite pace of adoption

CIO Business Intelligence

It’s no surprise, then, that according to a June KPMG survey, uncertainty about the regulatory environment was the top barrier to implementing gen AI. So here are some of the strategies organizations are using to deploy gen AI in the face of regulatory uncertainty. AI is a black box.

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AWS growth slows further by persistent macroeconomic uncertainty

CIO Business Intelligence

Revenue growth at Amazon’s cloud computing division, Amazon Web Services, continued to slow in the fourth quarter as enterprises advanced their cost-cutting measures, brought on by uncertain macroeconomic environment. Despite a 20% year-on-year increase in revenue, reaching $21.4 and 33% growth seen in Q3 and Q2 respectively.

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How Private Equity Firms Can Manage Uncertainty With Scenario Modeling

Jedox

In the face of unprecedented uncertainty, the question is how to quickly evaluate risk, opportunities and competitively allocate capital. To understand the marginal impact of changes you need an analytical framework that measures shifts from baseline scenarios. In the face of uncertainty, investor relations are paramount.

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The only CIO resolution that matters

CIO Business Intelligence

As a first step toward reducing uncertainty and surprise in 2024, I suggest CIOs take baby steps to operationalize learning by leaning into this briefing structure. Uncertainty is Certain A key reason to do this is because uncertainty abounds. There are a wide range of possible outcomes in 2024.

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Top 8 challenges IT leaders will face in 2024

CIO Business Intelligence

To get back in front, IT leaders will have to transform lessons learned from 2023 into actionable, adaptable processes, as veteran technology pros have been remarkably consistent in identifying global and economic uncertainties as key challenges for IT leaders to anticipate in 2024 as well.

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