Remove Measurement Remove Optimization Remove Uncertainty
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Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

O'Reilly on Data

How will you measure success? So now we have a user persona, several scenarios, and a way to measure success. Slow response/high cost : Optimize model usage or retrieval efficiency. Business value : Align outputs with business metrics and optimize workflows to achieve measurable ROI. The answers were: Our students.

Testing 174
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How to Set AI Goals

O'Reilly on Data

Technical sophistication: Sophistication measures a team’s ability to use advanced tools and techniques (e.g., Technical competence: Competence measures a team’s ability to successfully deliver on initiatives and projects. Technical competence results in reduced risk and uncertainty.

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You Can’t Regulate What You Don’t Understand

O'Reilly on Data

If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. The creators of generative AI systems and Large Language Models already have tools for monitoring, modifying, and optimizing them.

Metrics 360
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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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What you need to know about product management for AI

O'Reilly on Data

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.”

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Why HR professionals struggle with big data

CIO Business Intelligence

Most use master data to make daily processes more efficient and to optimize the use of existing resources. This is due, on the one hand, to the uncertainty associated with handling confidential, sensitive data and, on the other hand, to a number of structural problems. Big data and analytics provide valuable support in this regard.

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Optimizing IT resources through infrastructure, people, and processes

CIO Business Intelligence

EY recently found that in current economic and financial uncertainty, 94% of tech executives plan to increase their IT investment over the next year. Optimization also rose to the top of IT leaders’ lists: 67% measure success within their IT organization by better optimizing resources. Digital Transformation