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MLOps and DevOps: Why Data Makes It Different

O'Reilly on Data

We need robust versioning for data, models, code, and preferably even the internal state of applications—think Git on steroids to answer inevitable questions: What changed? The applications must be integrated to the surrounding business systems so ideas can be tested and validated in the real world in a controlled manner.

IT 364
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How IT leaders use agentic AI for business workflows

CIO Business Intelligence

At ServiceNow, theyre infusing agentic AI into three core areas: answering customer or employee requests for things like technical support and payroll info; reducing workloads for teams in IT, HR, and customer service; and boosting developer productivity by speeding up coding and testing. For others, integration remains the biggest obstacle.

IT 130
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Regeneron turns to IT to accelerate drug discovery

CIO Business Intelligence

Our vision for the data lake is that we want to be able to connect every group, from our genetic center through manufacturing through clinical safety and early research. That’s hard to do when you have 30 years of data.” “And some things [Regeneron’s scientists] can only try out in the Google cloud.

Data Lake 124
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23 key gen AI terms and what they really mean

CIO Business Intelligence

Choosing the right model typically requires some testing with the intended use case. But it’s also used by developers adding AI functionality to enterprise workflows, and may include guidelines and stylebooks, sample answers, contextual data, and other information that could improve the quality and accuracy of the response.

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AI recommendations for descriptions in Amazon DataZone for enhanced business data cataloging and discovery is now generally available

AWS Big Data

Without the right metadata and documentation, data consumers overlook valuable datasets relevant to their use case or spend more time going back and forth with data producers to understand the data and its relevance for their use case—or worse, misuse the data for a purpose it was not intended for.

Metadata 111
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BRIDGEi2i Bags the 2021 Digital Case Study Award from ISG

bridgei2i

It was the ultimate test for providers to rapidly help enterprises address the sudden and massive requirement changes brought on by the pandemic,” said Paul Gottsegen, partner and president, ISG Research and Client Experience. The direct outcome led to a tenfold increase in the detection and removal of fraudulent accounts.

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How a cloud-based data ecosystem is helping 3M HIS transform the healthcare business

CIO Business Intelligence

The journey a patient takes through the healthcare system can span years and touch multiple providers, from primary care to specialists, test labs, medical imaging, and pharmacies.