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CES 2022: Artificial Intelligence Needs to Resonate with People for Widespread Acceptance …

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LAS VEGAS, January 6, 2022 – To get artificial intelligence into the mainstream, the industry needs to appease not just regulators, …



The King is Naked: on the Notion of Robustness for Natural Language Processing

arXiv.org Artificial Intelligence

There is growing evidence that the classical notion of adversarial robustness originally introduced for images has been adopted as a de facto standard by a large part of the NLP research community. We show that this notion is problematic in the context of NLP as it considers a narrow spectrum of linguistic phenomena. In this paper, we argue for semantic robustness, which is better aligned with the human concept of linguistic fidelity. We characterize semantic robustness in terms of biases that it is expected to induce in a model. We study semantic robustness of a range of vanilla and robustly trained architectures using a template-based generative test bed. We complement the analysis with empirical evidence that, despite being harder to implement, semantic robustness can improve performance %gives guarantees for on complex linguistic phenomena where models robust in the classical sense fail.


Make Music with Tensorflow and the MAX Model

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This developer code pattern demonstrates how you can create your own music based on your arm movements in front of a webcam. It uses the Model Asset eXchange (MAX) Human Pose Estimator model and TensorFlow.js. This code pattern is based on Veremin, but modified to use the Human Pose Estimator model from the Model Asset eXchange, which is hosted on the Machine Learning eXchange. The Human Pose Estimator model is converted to the TensorFlow.js It is a deep learning model that is trained to detect humans and their poses in a given image.


Information Systems Labs Joins BrainChip Early Access Program

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… high performance artificial intelligence technology and the world’s … a type of artificial intelligence that is inspired by the biology of …


Meta Says Its AI Can Lip Read to Boost Speech Recognition

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The main technique that is used during face to face communication is speech, but this involves a lot more than just listening to the words that people say. Reading someone's lips can also be a crucial aspect of this since it can help you parse the meaning of their words in situations where you might not be able to hear them all that clearly, and that is something that Meta seems to be taking into account when it comes to their AI. A lot of studies have revealed that it would be a lot more difficult to understand whatever it is that someone is trying to say if you can't see the manner in which their mouth is moving. Meta has developed a new framework called AV-HuBERT that will take both factors into account because of the fact that this is the sort of thing that could potentially end up vastly improving its speech recognition potential, although it should be said that this is only a test at this point. What Meta is basically trying to do is to see if anything can be gained by allowing AI to read lips as well as listen to audio recordings and the like.


Real-time Analytics News for Week Ending January 8 – RTInsights

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Home / Artificial intelligence technologies / AIOps / Real-time … its BMC AMI (Automated Mainframe Intelligence) and BMC Compuware portfolios.




The AI software that could turn you in to a music star

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If you have ever dreamed of earning money from a stellar music career but were concerned you had little talent, don't let that put you off - a man called Alex Mitchell might be able to help. Mr Mitchell is the founder and boss of a website and app called Boomy, which helps its users create their own songs using artificial intelligence (AI) software that does most of the heavy lifting. You choose from a number of genres, click on "create song", and the AI will compose one for you in less than 30 seconds. It swiftly picks the track's key, chords and melody. You can do things such as add or strip-out instruments, change the tempo, adjust the volumes, add echoes, make everything sound brighter or softer, and lay down some vocals.