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What We Learned Auditing Sophisticated AI for Bias

O'Reilly

A recent sampling of headlines features sociological bias in generated images , a chatbot , and a virtual rapper. In particular, NIST’s SP1270 Towards a Standard for Identifying and Managing Bias in Artificial Intelligence , a resource associated with the draft AI RMF, is extremely useful in bias audits of newer and complex AI systems.

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Eye of the Beholder

O'Reilly

The notion that artificial intelligence will help us prepare for the world of tomorrow is woven into our collective fantasies. If you have any doubts about the virtually inexhaustible power of our biases, please read Thinking, Fast and Slow by Nobel laureate Daniel Kahneman. That’s because AI algorithms are trained on data.

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AI for everyone - How companies can benefit from the advance of machine learning

All Things Distributed

In the case of artificial intelligence (AI) and machine learning (ML), this is different. Both concepts are virtually omnipresent and at the top of most buzzword rankings. Definitely, because they offer business and society fascinating possibilities. Artificial intelligence helps to satisfy the customer.

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What is APM?

Dynatrace

According to Gartner , “Application performance monitoring is a suite of monitoring software comprising digital experience monitoring (DEM), application discovery, tracing and diagnostics, and purpose-built artificial intelligence for IT operations.” These capabilities set the bar for modern APM solutions.

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Fearing the Wrong Thing

O'Reilly

Programming without virtual punch cards. It changes it—possibly making programmers more efficient, and definitely giving programmers more time to talk to users, understand the problems they face, and design good, secure systems for solving those problems. But that best case only saves 20% of a programmer’s time.

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Generative AI in the Enterprise

O'Reilly

AI users are definitely facing these problems: 7% report that data quality has hindered further adoption, and 4% cite the difficulty of training a model on their data. The field may have evolved from traditional statistical analysis to artificial intelligence, but its overall shape hasn’t changed much.

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Rethinking the 'production' of data

All Things Distributed

Developments like cloud computing, the internet of things, artificial intelligence, and machine learning are proving that IT has (again) become a strategic business driver. Marketers use big data and artificial intelligence to find out more about the future needs of their customers.