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Translator, a Microsoft Azure Cognitive Service, is adopting Z-code Mixture of Experts models, a breakthrough AI technology that significantly improves the quality of production translation models. As a component of Microsoft’s larger XYZ-code initiative to combine AI models for text, vision, audio, and language, Z-code supports the creation of AI systems that can speak, see, hear, and understand. This effort is a part of Azure AI and Project Turing, focusing on building multilingual, large-scale language models that support various production teams. Translator is using NVIDIA GPUs and Triton Inference Server to deploy and scale these models efficiently for high-performance inference. Translator is the first machine translation provider to introduce this technology live for customers.

Z-code MoE boosts efficiency and quality

Z-code models utilize a new architecture called Mixture of Experts (MoE), where different parts of the models can learn different tasks. The models learn to translate between multiple languages at the same time. The Z-code MoE model utilizes more parameters while dynamically selecting which parameters to use for a given input. This enables the model to specialize a subset of the parameters (experts) during training. At runtime, the model uses the relevant experts for the task, which is more computationally efficient than utilizing all model’s parameters.

For almost a century, we’ve been intrigued and sometimes terrified by the big questions of artificial intelligence. Will computers ever become truly intelligent? Will the time come when machines can operate without human intervention? What would happen if a machine developed a conscience?

In this episode of Perspectives, six experts in the fields of robotics, sci-fi, and philosophy discuss breakthroughs in the development of AI that are both good, as well as a bit worrisome.

Clips in this video are from the following series on Wondrium:

Mind-Body Philosophy, presented by Patrick Grim.
https://www.wondrium.com/mind-body-philosophy.

Introduction to Machine Learning, presented by Michael L. Litman.
https://www.wondrium.com/introduction-to-machine-learning.

Redefining Reality, presented by Steven Gimbel.

Danish architecture studio BIG has designed its first building in the metaverse, a virtual office for employees at media company Vice Media Group called Viceverse.

The recently opened Viceverse office is located on the Decentraland platform, where it will serve as the agency’s virtual innovation lab and allow employees to work in the metaverse on Non Fungible Tokens (NFTs) and other digital projects.

In the long term, Bezos hopes to develop the infrastructure that could enable humanity’s biggest goals in spaceflight — similar to how Amazon used innovations like the postal service to power its dreams decades later.

Bezos envisions giant orbiting cities, located close to Earth, that could enable humanity to expand to 1 trillion humans. The cities could feature leisure and recreation, or heavy industry that avoids polluting Earth nearby.

It could all start with flights like NS-20. Here’s what you need to know.

Nobel Prize in physics in 2018 and professor emeritus at the École polytechnique, Gérard Mourou is a scientist that nothing can stop. After revolutionizing ophthalmic surgery with the invention of a new laser technique, the physicist launched a challenging scientific project, which only a researchers of this fame could imagine: the transmutation of radioactive waste by high-power laser. Andra met him to find out more.

It is on the plateau of Saclay, south of Paris, that we meet Gérard Mourou. Here at École Polytechnique, the Nobel Prize in Physics has been working in his laboratory for many years. His enthusiasm remains intact when it comes to addressing the issue of lasers. His research on the subject represents the project of a lifetime. “For a long time, the power of lasers was limited, due to the risk of destroying them. Alongside Donna Strickland, with whom I share the Nobel Prize, we invented the technique of CPA (Chirped Pulse Amplification): the laser emits an ultrashort pulse that we will stretch a colossal factor before amplifying it. Thanks to the CPA one can produce considerable power, to the order of the petawatt (10e15W), without destroying the laser. This represents the equivalent of a hundred times the world electricity grid, ” explains Gérard Mourou.

For the physicist, this new invention opens perspectives in several areas, starting with ophthalmic surgery. An application that came to light as a result of an unlikely combination of circumstances: One of my students was aligning the laser for an experiment when it got the pulse in the eye. We went to the hospital where an intern found that the damage to the retina was absolutely perfect. This laser was the cleanest knife possible…

BRAIN TIME ► https://goo.gl/tTWgH2

1. Parajet Xplorer Flying Car.


https://www.youtube.com/channel/UCTuvhzGL2APrK4jZ2ARX3pw.

2. HoverKart (Preview)
https://www.kickstarter.com/projects/hoverpowered/hoverkart-…-an-awesom.

3. Widescape WS250


https://www.youtube.com/channel/UCpVgPF1zITb2RjnO91RnPVw.

4. Overboat https://www.youtube.com/watch?v=mpOdIM8D9gc.
https://www.youtube.com/watch?v=pF1qoU7p1-k.
https://www.youtube.com/watch?v=hdqKzdhZvts.
https://www.youtube.com/watch?v=Trjr_bpMr0A
https://www.youtube.com/channel/UCJw0AF5K-k9NHGkdjEu7wjQ

5. All-Pro Passer.

Adult cells in our body can only give rise to the same cell type. For example, a skin cell cannot give rise to a muscle cell but to skin cells only. This limits the potential use of adult cells for therapy. During early development, however, the cells in the embryo have the capacity to generate all cell types of our body, including stem cells. This capacity, which is called totipotency, has served as an inspiration for researchers to find new ways to recapitulate totipotency through cellular reprogramming in the lab.

Totipotent cells have their own speed

Totipotent cells have many properties, but we do not know all of them yet. Researchers at Helmholtz Munich have now made a new discovery: “We found out that in totipotent cells, the mother cells of stem cells, DNA replication occurs at a different pace compared to other more differentiated cells. It is much slower than in any other cell type we studied,” says Tsunetoshi Nakatani, first-author of the new study.

A new video I uploaded to youtube about the relations between science fiction, science and technology.


Presentation given at the Imaginative Fiction Writers Association.

From Star Trek to Asimov. How science fiction inspired real-world innovations, and more.

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