High-performance graphics cards, typically associated with gaming, have become popular over the last few years in an area many might not expect: artificial intelligence. Many experts attribute recent acceleration of success in AI to a wider availability and use of graphics processing units (GPUs), as their advantages include cores designed for running multiple tasks simultaneously, which can efficiently handle the vector and matrix operations that are prevalent in deep learning. Training and deploying state of the art deep neural networks is very computationally intensive, and, while modern GPUs offer high density computation, researchers need more than a fast processor -- they also need optimized libraries, and tools to efficiently program so that they can experiment with new ideas. Bryan Catanzaro, VP of Applied Deep Learning Research at NVIDIA, joined us at the 2017 Deep Learning Summit in San Francisco, to share expertise on GPUs and platforms for deep learning, as well as giving insights on the latest deep learning developments at NVIDIA. I asked him some questions at the summit to learn more about his work. What motivated you to begin your work in deep learning?

How do you plan to kick off your summer this year? How do you plan to kick off your summer this year? If you're like me, you will attend the Starmus Festival Of Science And Arts in gorgeous Trondheim, Norway, between 18 – 23 June. The Starmus -- "stars" and "music" -- Science and Arts Festival was the brain child of astrophysicist Brian May, lead guitarist for the rock band Queen, and his dissertation advisor, Garik Israelian, an astrophysicist who led the team that discovered the first observational evidence that supernova explosions are responsible for the formation of stellar mass black holes. This festival is designed to bring together the sciences -- astronomy, physics, and the biological sciences -- with art, film, music and other performing arts, specifically to communicate science to the public.

I imagine if we were sitting in a room decades ago as farmers, we would rightfully be worried about our future employment. However, as the world evolved, new jobs were created in industries we never would have fathomed would exist. Brent Schutte is the chief investment strategist of Northwestern Mutual Wealth Management Company. Today Americans seem to be at odds with themselves when it comes to their feelings on economic growth. People are worried about a future lack of economic growth due to a less productive workforce.

On Monday, Anthony Levandowski, co-founder of self-driving-truck startup Otto and now head of Uber's autonomous vehicle program, was interviewed on stage at the Mobile World Congress in Barcelona. Surprisingly, the interviewer didn't mention the controversy that's rocking the autonomous vehicle world: the accusation by Google that Otto, which Uber acquired last year, was built, in part, on patented trade secrets stolen by Levandowski. Before starting Otto, Levandowski was a senior engineer in Google's self-driving vehicle team. In October, I interviewed Levandowski for a Forbes cover story about Uber. Part of the interview focused on how self-driving technology has morphed from a seemingly crazy idea spun up by Google into something scores of car companies, and even startups like Otto, are capable of implementing.

People always express a distaste for lawyers but nobody really elaborates as to why. The main reason is that lawyers know you have to use their services so they do stupid isht like charge ridiculous rates and bill you just to have a conversation with them. When we think about lawyers, we often think about that dude in the bathroom at the nightclub who is trying to hand you paper towels after you wash your hands. He's trying to interject himself into your life in hopes that you'll tip him a dollar for handing you a paper towel and offering you some cologne. He's nothing special because any other dude like him could offer the exact same service.

Alphabet Jigsaw (formerly Google Ideas) officially unveiled this morning their new tool for fighting toxic speech online, appropriately called Perspective. Powered by a deep-learning model trained on more than 17 million manually reviewed reader comments provided by the New York Times, the model assigns a score to a given passage of text, rating it on a scale from 0 to 100%, similar to statements that human reviewers have previously rated as "toxic." What makes this new approach from Google so different than past approaches is that it largely focuses on language rather than ideas: for the most part you can express your thoughts freely and without fear of censorship as long as you express them clinically and clearly, while if you resort to emotional diatribes and name calling, regardless of what you talk about, you will be flagged. What does this tell us about the future of toxic speech online and the notion of machines guiding humans to a more "perfect" humanity? One of the great challenges in filtering out "toxic" speech online is first defining what precisely counts as "toxic" and then determining how to remove such speech without infringing on people's ability to freely express their ideas.

He graciously consented to devote a good deal of his time to this four-part interview about the video game writer's job and the special challenges and opportunities of writing Torment. The interview took place through email and has been edited for comprehension. Ziets received a Masters degree in Cognitive Psychology with an emphasis on Human-Computer Interaction in 1999. I was a member of his thesis committee.) In 2001 he took a job writing dialog for the MMO Earth & Beyond.

The backdrop for Professor Arrow's influential early work was the centuries-long recognition that majority voting can produce arbitrary outcomes. Consider a legislature choosing its leader from among three candidates: Alice, Betty and Harry. If the legislature were to vote first on Alice versus Betty, with the winner running against Harry, it could come to a different decision than had it first started by voting on Alice versus Harry. Because the order with which the legislature takes votes is arbitrary, the ultimate winner of this system of majority voting becomes arbitrary. That puts politics in an awkward corner.

This is "Cosmic Disclosure", and we have a special guest here with us, Corey Goode, and also, of course, William Henry, investigative mythologist who is the spiritual voice on "Ancient Aliens". And he's been out there as long as I have, bringing you all kinds of amazing knowledge about ascension. And since 2002, he's been very firmly on the heels of the Blue Sphere story. So we're having a stunning convergence now in which an investigative link that he's been tracking now for 13 years has finally come to fruition in people having experiences that link the past, the present, the future all together in a continuum of one phenomenon. William Henry: Thank you very much. David: I mean, you've been going through some amazing changes yourself. David: Do you think that these changes that you're going through – people are noticing obviously that you've lost a lot of weight. Do you think that this has something to do with your contact with these Blue Spheres? Corey: I was asked to go on a high vibratory diet. And instead, I was scarfing down corn dogs and ignoring them and gaining weight. And last time I was here, I got food poisoning from eating meat and other things that I probably shouldn't eat. It's like my medulla oblongata shut everything off and I mean, I couldn't eat meat. All I've eaten since January is fruit – are berries, bananas.

You can add the cult classic Super Smash Bros Melee to the list of games soon to be dominated by AIs. Research at MIT's Computer Science and Artificial Intelligence Laboratory has produced a computer player superior to the drones you can already fight in the game. It's good enough that it held its own against globally-ranked players. Its cutesy appearance belies its strategic depth: "The SSBM environment has complex dynamics and partial observability, making it challenging for human and machine alike. The multiplayer aspect poses an additional challenge," reads the paper's abstract.