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Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

In this article we cover explainability for black-box models and show how to use different methods from the Skater framework to provide insights into the inner workings of a simple credit scoring neural network model. The interest in interpretation of machine learning has been rapidly accelerating in the last decade.

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Microsoft’s latest OpenAI investment opens way to new enterprise services

CIO Business Intelligence

As OpenAI’s exclusive cloud provider it will see additional revenue for its Azure services, as one of OpenAI’s biggest costs is providing the computing capacity to train and run its AI models. And, of course, they can check out ChatGPT, the interactive text generator that has been making waves since its release in November 2022.

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Top 10 AI graduate degree programs

CIO Business Intelligence

The AI program focuses on the principles and technologies that underlie AI, including logic, knowledge representation, probabilistic models, and machine learning. Georgia Tech offers both master’s and doctoral programs, including a PhD in Machine Learning. Stanford offers both PhDs and an MSCS with an AI specialization.

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Top 10 AI graduate degree programs

CIO Business Intelligence

News & World Report ranks the best AI graduate programs at computer science schools based on surveys sent to academic officials in fall 2021 and early 2022. The AI program focuses on the principles and technologies that underlie AI, including logic, knowledge representation, probabilistic models, and machine learning.

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The benefits of AI in healthcare

IBM Big Data Hub

According to Statista , the artificial intelligence (AI) healthcare market, valued at $11 billion in 2021, is projected to be worth $187 billion in 2030. One use case example is out of the University of Hawaii, where a research team found that deploying deep learning AI technology can improve breast cancer risk prediction.

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SMEs Use AI-Driven Financial Software for Greater Efficiency

Smart Data Collective

billion on AI in 2021 , but small businesses may spend even more on AI-driven financial management software. They have also started integrated computer vision and deep learning technology to identify inefficiencies. That’s the phrase tech folk use to describe how well various tools interact and communicate with one another.

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The Rise of Unstructured Data

Cloudera

Cisco estimates that global IP data traffic has grown 3-fold between 2016 and 2021, reaching 3.3 In other words, structured data has a pre-defined data model , whereas unstructured data doesn’t. . It facilitates AI because, to be useful, many AI models require large amounts of data for training. And data moves around.