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From Bolts to Bots: How AI Is Fortifying the Automotive Industry

Smart Data Collective

The automotive market penetration of AI has increased by 100% since 2015. In July of 2015, two hackers managed to remotely take complete control of a Jeep Cherokee while it was driving on the highway. Software that has bugs need to be properly tested at all stages of development for both functionalities as well as cybersecurity.

IoT 109
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What is data analytics? Analyzing and managing data for decisions

CIO Business Intelligence

Predictive analytics is often considered a type of “advanced analytics,” and frequently depends on machine learning and/or deep learning. Prescriptive analytics is a type of advanced analytics that involves the application of testing and other techniques to recommend specific solutions that will deliver desired outcomes.

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

Domino Data Lab

This is because in this post we are not after a state-of-the-art classifier, but want to rather focus on the interpretation of the black-box model fitted against the sample dataset. After forming the X and y variables, we split the data into training and test sets. 2015) for additional details. See Wei et al. show_in_notebook().

Modeling 139
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Using random effects models in prediction problems

The Unofficial Google Data Science Blog

We compared the output of a random effects model to a penalized GLM solver with "Elastic Net" regularization (i.e. both L1 and L2 penalties; see [8]) which were tuned for test set accuracy (log likelihood). These large timing tests had roughly 500 million and 800 million training examples respectively. ICML, (2005). [3]

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Data Science at The New York Times

Domino Data Lab

Diving into examples of building and deploying ML models at The New York Times including the descriptive topic modeling-oriented Readerscope (audience insights engine), a prediction model regarding who was likely to subscribe/cancel their subscription, as well as prescriptive example via recommendations of highly curated editorial content.