We caught up with Darius to discuss a bit about his experience with the DeepMind scholarship and how it has supported both his educational and professional development. This interview was lightly edited for clarity. Tell us a bit about your experience as a DeepMind Scholar. I was very happy to be selected as a DeepMind Scholar. It created many opportunities for me by allowing me to live and work in New York, where it was very easy to network and learn from a diverse group of accomplished data scientists.

Late in 1966, in the sprawling computer lab of the Washington, D.C., office building that housed the United States Weather Bureau, Syukuro Manabe was waiting for a print job to finish. At stake was the fate of the planet. Manabe, who was thirty-five, had come to the U.S. from Japan almost a decade earlier. He managed a team of computer programmers, tasked with building a mathematical simulation of the planet's atmosphere. It had taken years to perfect, and cost millions of dollars. Now the simulation was complete.

This posts describes, along with Python code, an analysis of the readers' comments open dataset from Rome's libraries made publicly available by "Istituzione Biblioteche di Roma"¹. The analysis leverages topic modeling techniques to find recurring topics among readers' comments, and thus determine, by inference, the themes of the borrowed books and the interests of the readers. Moreover, sentiment analysis is performed to determine whether customers comments are positive or negative. Finally, readers data (age and occupation) are used to achieve customers segmentation via clustering techniques. This provides insights on the topics of borrowed books, the readers sentiment and different readers clusters.

Roborock, creator of ultra-intelligent home robotics engineered to simplify life, announced its premium Roborock S7 robot vacuum and mop was named a winner in the 2021 Popular Science Best of What's New Awards. The annual awards that highlight the most groundbreaking, culture-shifting products and technologies of the year recognized the Roborock S7 for its proprietary VibraRise technology that detects carpet and lifts its mopping attachment to avoid any mishaps. "This recognition is a testament to our team's reputation for pushing the boundaries of engineering and design to pioneer the future of elegant, intelligent home cleaning solutions," said Richard Chang, Chief Executive Officer of Roborock. "The S7 takes'effortless' to the next level with industry-first technology and is the exemplar candidate for the prestigious annual Popular Science awards, recognizing transformative achievements leading the evolution of the "Home." Each year, the editors of Popular Science review thousands of products in search of the top 100 innovations--breakthrough products and technologies that represent significant advancements in their categories. Best of What's New Awards are presented to products and technologies in 10 categories: Aerospace, Automotive, Engineering, Entertainment, Gadgets, Health, Home, Personal Care, Sports & Outdoors and Security. "The Best of What's New Awards celebrates the year's greatest feats of human ingenuity – the steps towards safer, healthier, more-sustainable, and happier days ahead," says Popular Science Editor-in-Chief Corinne Iozzio. "Despite the supply chain challenges making headlines in 2021, breakthroughs across all our categories have helped us glimpse a future brimming with possibilities.

Artificial intelligence and other advanced analytical tools are increasingly popular with pharma firms and their research partners. Such technology can be useful for sorting through tall mountains of data to determine which candidates might offer hope to patients in need of a novel treatment for their particular condition. However, an AI-based approach might miss the mark by leaving out a human touch. David Harel, CEO and co-founder of Cytoreason, spoke with Outsourcing-Pharma about what tasks AI is best suited for, where it might fall short, and how to refine your approach toward drug discovery. OSP: Looking back on news OSP has shared about CytoReason, you've had an interesting few months.

Natural language communication is core to intelligence, as it allows ideas to be efficiently shared between humans or artificially intelligent systems. The generality of language allows us to express many intelligence tasks as taking in natural language input and producing natural language output. Autoregressive language modelling -- predicting the future of a text sequence from its past -- provides a simple yet powerful objective that admits formulation of numerous cognitive tasks. At the same time, it opens the door to plentiful training data: the internet, books, articles, code, and other writing. However this training objective is only an approximation to any specific goal or application, since we predict everything in the sequence rather than only the aspects we care about. Yet if we treat the resulting models with appropriate caution, we believe they will be a powerful tool to capture some of the richness of human intelligence. Using language models as an ingredient towards intelligence contrasts with their original application: transferring text over a limited-bandwidth communication channel. Shannon's Mathematical Theory of Communication (Shannon, 1948) linked the statistical modelling of natural language with compression, showing that measuring the cross entropy of a language model is equivalent to measuring its compression rate.

On the evening of 9 August 1956, a couple of hundred people squeezed into a student union lounge for a concert recital at the University of Illinois Urbana-Champaign, about 130 miles outside Chicago. Student performances didn't usually attract so many people, but this was an exceptional case, the debut of the Illiac Suite: String Quartet No 4, that a member of the chemistry faculty, Lejaren Hiller Jr, had devised with the school's one and only computer, the Illiac I. Decades before today's artificial intelligence pop stars, Auto-Tune and deepfake compositions was Hiller's piece, described by the New York Times in his 1994 obituary as "the first substantial piece of music composed on a computer" – and indeed by a computer. One of the four musicians who performed the piece that night was George Andrix, a violist and composition student at the university. Now 89, Andrix remembers an auditorium packed with people "who showed up to see what this monster of a computer could do." The Illiac I, short for Illinois Automatic Computer, was the first supercomputer to be housed by an academic institution.

'Watters' World' host lists the many domestic issues President Biden faces This is a rush transcript from "Watters' World," December 4, 2021. This copy may not be in its final form and may be updated. JESSE WATTERS, FOX NEWS HOST: Welcome to WATTERS' WORLD, I'm Jesse Watters. The Annual White House Christmas Tree lighting is always such a special event, except Joe Biden, the President seemingly forgot he was supposed to light it. Maybe he thought Barack was going to light it. These things just keep happening every single week. I kind of feel bad for LL, they needed to do a second take. Now, President Biden and First Lady, Dr. Jill Biden [CHEERING AND APPLAUSE] (END VIDEO CLIP) WATTERS: So, how are we supposed to feel confident the President can crush the virus when he can't even get it together for a Christmas Tree lighting? I'm not worried about the new variant. I'm worried about how the government is going to overreact to the new variant. Biden has got a new plan. More masks, more testing, but unvaxxed illegals can just pour across the Southern border without testing, without quarantining. And then Joe packs them onto planes and buses and sends them to your neighborhood. Does that make sense to anybody? (BEGIN VIDEO CLIP) PETER DOOCY, FOX NEWS CHANNEL WHITE HOUSE CORRESPONDENT: Dr. Fauci, as you advised the President about the possibility of new testing requirements for people coming into this country? ANTHONY FAUCI, DIRECTOR, NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES: Everybody who is coming into the country needs to get a test within 24 hours of getting on the plane to come here. DOOCY: But what about people who don't take a plane and just these border crossers coming in in huge numbers?

Jean-Michel Besnier is a French philosopher who teaches at Sorbonne University in Paris. His research focuses on the philosophical and ethical impact of science and technology on individual and collective representations and imagination. We met with him to talk about the consequences of the explosion of robotics and artificial intelligence (AI) in the healthcare sector, especially since the beginning of the Covid-19 pandemic. MedicalExpo e-magazine: Can you give us your definition of artificial intelligence? Jean-Michel Besnier: I have the same definition that everyone has. I am more attentive to the conceptual extension of the notion of artificial intelligence, which at the beginning referred to something rather simple, that is to say the implementation of devices capable of solving problems in an automatic or algorithmic way.

Sen. Joni Ernst, R-Iowa, and former under Secretary of Defense for policy Michèle Flournoy discuss possible actions to take if Russia invades Ukraine. This is a rush transcript of "Fox News Sunday" on December 5, 2021. This copy may not be in its final form and may be updated. President Biden and Russia's Vladimir Putin will hold a superpower phone JOE BIDEN, PRESIDENT OF THE UNITED STATES: I don't accept anybody's red We'll discuss the standoff with Senate Armed Services Committee member Joni Just how much of a threat is China? We'll talk about how to keep law and order in space with the vice chief of So, we need to be ready. U.S. faces around the world.