Microsoft has demonstrated the underlying physics required to create a new kind of qubit

Quantum computing promises to help us solve some of humanity’s greatest challenges. Yet as an industry, we are still in the early days of discovering what’s possible. Today’s quantum computers are enabling researchers to do interesting work. However, these researchers often find themselves limited by the inadequate scale of these systems and are eager to do more. Today’s quantum computers are based on a variety of qubit types, but none so far have been able to scale to enough qubits […]

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µTransfer: A technique for hyperparameter tuning of enormous neural networks

Great scientific achievements cannot be made by trial and error alone. Every launch in the space program is underpinned by centuries of fundamental research in aerodynamics, propulsion, and celestial bodies. In the same way, when it comes to building large-scale AI systems, fundamental research forms the theoretical insights that drastically reduce the amount of trial and error necessary and can prove very cost-effective.  In this post, we relay how our fundamental research enabled us, for the first time, to tune […]

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Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation

Paper Thorsten Hempel and Ahmed A. Abdelrahman and Ayoub Al-Hamadi, “6D Rotation Representation for Unconstrained Head Pose Estimation”, submitted to ICIP 2022. [ResearchGate][Arxiv] Abstract In this paper, we present a method for unconstrained end-to-end head pose estimation. We address the problem of ambiguous rotation labels by introducing the rotation matrix formalism for our ground truth data and propose a continuous 6D rotation matrix representation for efficient and robust direct regression. This way, our method can learn the full rotation appearance […]

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Awesome Python

A nice collection of often useful awesome Python frameworks, libraries and software. Admin Panels Libraries for administrative interfaces. ajenti – The admin panel your servers deserve. django-grappelli – A jazzy skin for the Django Admin-Interface. django-jet – Modern responsive template for the Django admin interface with improved functionality. django-suit – Alternative Django Admin-Interface (free only for Non-commercial use). django-xadmin – Drop-in replacement of Django admin comes with lots of goodies. flask-admin – Simple and extensible administrative interface framework for Flask. […]

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Advancing AI trustworthiness: Updates on responsible AI research

Editor’s note: This year in review of responsible AI research was compiled by Aether, a Microsoft cross-company initiative on AI Ethics and Effects in Engineering and Research, as outreach from their commitment to advancing the practice of human-centered responsible AI. Although many of the papers’ authors are participants in Aether, the research presented here expands beyond, encompassing work from across Microsoft, as well as  

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