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Managing risk in machine learning

O'Reilly on Data

There are also many important considerations that go beyond optimizing a statistical or quantitative metric. As we deploy ML in many real-world contexts, optimizing statistical or business metics alone will not suffice. Continue reading Managing risk in machine learning. Real modeling begins once in production.

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5 IT risks CIOs should be paranoid about

CIO Business Intelligence

Call it survival instincts: Risks that can disrupt an organization from staying true to its mission and accomplishing its goals must constantly be surfaced, assessed, and either mitigated or managed. While security risks are daunting, therapists remind us to avoid overly stressing out in areas outside our control.

Risk 142
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10 AI strategy questions every CIO must answer

CIO Business Intelligence

To counter such statistics, CIOs say they and their C-suite colleagues are devising more thoughtful strategies. Ethical, legal, and compliance preparedness helps companies anticipate potential legal issues and ethical dilemmas, safeguarding the company against risks and reputational damage, he says.

Strategy 141
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Managing machine learning in the enterprise: Lessons from banking and health care

O'Reilly on Data

After the 2008 financial crisis, the Federal Reserve issued a new set of guidelines governing models— SR 11-7 : Guidance on Model Risk Management. Note that the emphasis of SR 11-7 is on risk management.). Sources of model risk. Model risk management. AI projects in financial services and health care.

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How MemorialCare confronts evolving risks along its modernization journey

CIO Business Intelligence

billion by 2030, according to statistics portal Statista, by virtue of the healthcare industry being under increasing attack. For Kevin Torres, trying to modernize patient care while balancing considerable cybersecurity risks at MemorialCare, the integrated nonprofit health system based in Southern California, is a major challenge.

Risk 128
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Cyber Fraud Statistics & Preventions to Prevent Data Breaches in 2021

Smart Data Collective

The risk of data breaches will not decrease in 2021. Data must be managed carefully , which means protecting it against security breaches. Data breaches and security risks happen all the time. One bad breach and you are potentially risking your business in the hands of hackers. But you can come around this.

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What is Model Risk and Why Does it Matter?

DataRobot Blog

This provides a great amount of benefit, but it also exposes institutions to greater risk and consequent exposure to operational losses. The stakes in managing model risk are at an all-time high, but luckily automated machine learning provides an effective way to reduce these risks.

Risk 111