[SAIF 2020] Day 1: Intelligibility Throughout the Machine Learning Life Cycle – Jenn Wortman Vaughan

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People play a central role in the machine learning life cycle. Consequently, building machine learning systems that are reliable, trustworthy, and fair requires that relevant stakeholders—including developers, users, and the people affected by these systems—have at least a basic understanding of how they work. Yet what makes a system “intelligible” is difficult to pin down. Intelligibility is a fundamentally human-centered concept that lacks a one-size-fits-all solution. I will explore the importance of evaluating methods for achieving intelligibility in context with relevant stakeholders, ways of empirically testing whether intelligibility techniques achieve their goals, and why we should expand our concept of intelligibility beyond machine learning models to other aspects of machine learning systems, such as datasets and performance metrics.... Read More إقرأ المزيد | Share it now!

Hilarious Fake Xbox Tricks + Xbox Head Touts Elden Ring – IGN News Live

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The Xbox Series X has only been out for a day and people have already figured out how to make it shoot smoke and levitate ping-pong balls… Except not really. In other almost-news, Phil Spencer has said he’s gotten significant hands-on time with From Software’s hotly anticipated Elden Ring. New Resident Evil VIllage gameplay shown off in a very weird way. Meanwhile, The Five Nights At Freddy’s movie and Halo TV show get a couple of updates, and a Sony exec gave an update on how long the PS4 will continue to be supported.... Read More إقرأ المزيد | Share it now!

[SAIF 2020] Day 1: Towards End-to-End Speech Recognition – Tara Sainath | Samsung

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End-to-end models allow us to represent the entire speech recognition pipeline (i.e., conventional acoustic, pronunciation and language models) by one neural network. This has huge implications for privacy, reliability and latency. In this talk, we will discuss the research developments around E2E models that have allowed it to reach the accuracy of conventional models, at a fraction of the model size and reduced latency. In addition, we will present further benefits of these models with respect to multi-lingual speech recognition.... Read More إقرأ المزيد | Share it now!