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AutoML-Zero is unique because it uses simple mathematical concepts to generate algorithms “from scratch,” as the paper states. Then, it selects the best ones, and mutates them through a process that’s similar to Darwinian evolution.

AutoML-Zero first randomly generates 100 candidate algorithms, each of which then performs a task, like recognizing an image. The performance of these algorithms is compared to hand-designed algorithms.-Zero then selects the top-performing algorithm to be the “parent.”

“This parent is then copied and mutated to produce a child algorithm that is added to the population, while the oldest algorithm in the population is removed,” the paper states.

A robot avatar that mimics the motions of a human controller could take the place of workers in several dangerous jobs, such as tree trimming and construction, by the end of 2022.

The challenge: If a tree branch gets too close to a power line, it can cause electrical outages or, even worse, dangerous fires (as Californians know all too well). To avoid this, utility companies have to regularly trim trees near their lines.

But it’s dangerous work, as workers are dozens of feet above the ground, using sharp power tools to trim trees while power lives are still active — this puts them at risk of falls, cuts, and electrocution, all at once.

Facebook’s metaverse is far worse than you thought…

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The Metaverse will bring about a new age of crypto trading, business, NFT’s, and investing. But there is another side to the Metaverse. Because Mark Zuckerberg sees the Metaverse as a new business venture to extract the money out our depressed and lonely generation. Mark Zuckerberg wants the metaverse to make money from his users privacy and data which poses a major threat to our society. This video explains the metaverse and what it means for business and society. There is lots of money and wealth to be made. This is how Metaverse makes money because it’s business model relies on our sick society. So join me as I explain the truth behind Facebook’s meta rebranding and why Metaverse is the most evil business in the world.

They are at the forefront in the fight against viruses, bacteria, and malignant cells: the T cells of our immune system. But the older we get, the fewer of them our body produces. Thus, how long we remain healthy also depends on how long the T cells survive. Researchers at the University of Basel have now uncovered a previously unknown signaling pathway essential for T cell viability.

Like human beings, every cell in our body tries to ward off death as long as it can. This is particular true for a specific type of immune cells, called T-lymphocytes, or T cells for short. These cells keep viruses, bacteria, parasites and cancerous cells at bay. While T cell production is an active process in infants, children and young adults, it comes to a gradual stop upon aging, meaning that in order to maintain adequate immunity up to an old age, your T cells should better live as long as you.

How T cells manage to survive for such a long time, up to several decades in humans, has long remained unclear. In collaboration with scientists at the Department of Biomedicine and sciCORE, the Center for Scientific Computing of the University of Basel, Professor Jean Pieters’ research group at the Biozentrum has now revealed the existence of a hitherto unrecognized pathway promoting long-term survival of T cells. In Science Signaling they report that this signaling pathway, regulated by the protein coronin 1, is responsible for suppressing T cell death.

A team of researchers want to build robots out of ice and send them to space. The idea is that — lacking a local repair shop — the icy bots can use found materials to rebuild themselves.

Ice can be located all over the solar system, from the moon to the distant rings around Saturn. So researchers from the University of Pennsylvania are trying to figure out how to tap into that nearly unlimited resource for robotics.

NASA wants to send the robot dog, Spot, to space. The canine-bot can do many tricks — from herding sheep to helping the NYPD in a hostage situation — but it likely won’t be able to repair itself. Where could it find enough materials to do the job?