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Students benefit from classes by the leading experts in each subset of AI research. Students learn about techniques like computational reinforcement learning by one of the inventors of the technique (Richard Sutton). The list of over 28 AI experts allows students to develop a deeper intuition about AI techniques from often the people who are at the forefront or have invented a particular AI technique.

Aside from the world-class instruction, AI companies sponsor dinners and rooftop socials meant to facilitate future collaborations among research labs.


The CIFAR deep learning and reinforcement learning school has been training the world’s top AI researchers since 2005. Here we take an insider’s look at the school.

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Current inequities in access to Denver’s parks that are found among the city’s minorities and low-income residents are the legacy of exclusionary local and state zoning codes, and funding policies that favored investment in wealthy neighborhoods, a new study found.

Although these disparities have declined over time, these improvements were driven primarily by gentrification, with ethnic minorities’ relocating into suburban areas with greater acreage as whites returned to the urban core, rather than officials’ efforts to promote equity, said lead author Alessandro Rigolon, a professor of recreation, sport and tourism at the University of Illinois.

To determine why Denver parks don’t adequately serve all city residents, Rigolon and co-author Jeremy Nemeth of the University of Colorado conducted a comprehensive case study of the city’s practices for establishing and funding its from 1902, when both the city and county of Denver were founded, through 2015. Their study appears in the Journal of Education Planning and Research.

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An early moment in the new documentary Do You Trust This Computer? is actually a shot from the Terminator franchise. Human skulls and bones rest among dust and ashes as the robotic soldiers of Skynet march through the remains of an apocalyptic war. What happens between humans and robots in the Terminator films, or other sci-fi movies like The Matrix, War Games, and Ex Machina, might feel like the far away future, but Do You Trust This Computer? suggests that that’s not the case. In fact, the doc implies that we’re much closer to sentient robots walking the Earth than we think – only they may not look exactly like we’ve always imagined, and we are woefully unprepared for the consequences of their consciousness.

Directed by Chris Paine, Do You Trust This Computer? (now playing in New York and available on VOD) explores the role of artificial intelligence in our everyday lives. The film features interviews with some of today’s top AI experts, theorists, professors, and scientists, such as Elon Musk, Westworld creator Jonathan Nolan, and futurist Ray Kurtzwiel. While some people — predominantly those on the side of tech and invention companies — think that AI can help better humanity, most of the others interviewed suggest that we’re on the cusp of something potentially world-ending. As such, the doc offers up a vision of the real near-future that is as fascinating as it is terrifying.

So, what exactly do we have to be so afraid of? After all, there’s plenty of potential good that can come from advancements in AI. Self-driving cars could potentially prevent crashes and save millions of lives around the world; robotics in the medical field can find ailments faster; surgical machines can go where human hands cannot. But automation can also lead to major job loss, the film suggests. Much like the industrial revolution put many humans out of work, so too will robotics. Just take Baxter, an industrial robot, who costs the same amount as one minimum wage worker would in a year, but lasts much longer and can do the work of three people, since he doesn’t need to eat, sleep, or take breaks. Everyone from long-haul drivers and taxi drivers to data entry workers to those in white-collar industries like business, journalism, and medicine will be affected.

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: You’ve called Hans Rosling’s Factfulness “one of the most important books I’ve ever read.” What makes it so significant?

Gates: Hans believed the world was making remarkable progress, and he wanted everyone to know about it. Factfulness is his final effort to help people identify areas where things are getting better and spread that improvement. It explains more clearly than almost anything else I’ve read why it’s so difficult for people to perceive progress. He offers clear, actionable advice for how to overcome our innate biases and see the world more factfully. This is one of the most educational books I’ve ever read, and I think everyone can benefit from Hans’ insights.

If the world really is improving at a faster rate than people think, why does it matter whether people have incorrect notions about it?

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We can’t turn back the clock, but neither is job insecurity inevitable. Just as the postwar period managed to make industrialization benefit industrial workers, we need to create new norms, institutions and policies that make digitization benefit today’s workers. Pundits have offered many paths forward — “portable” benefits, universal basic income, worker reclassification — but regardless of the option, the important thing to remember is that we do have a choice.


When we learn about the Industrial Revolution in school, we hear a lot about factories, steam engines, maybe the power loom. We are taught that technological innovation drove social change and radically reshaped the world of work.

Likewise, when we talk about today’s economy, we focus on smartphones, artificial intelligence, apps. Here, too, the inexorable march of technology is thought to be responsible for disrupting traditional work, phasing out the employee with a regular wage or salary and phasing in independent contractors, consultants, temps and freelancers — the so-called gig economy.

But this narrative is wrong. The history of labor shows that technology does not usually drive social change. On the contrary, social change is typically driven by decisions we make about how to organize our world. Only later does technology swoop in, accelerating and consolidating those changes.

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Doctor? Who?


New York University said Thursday that it will cover tuition for all its medical students regardless of their financial situation, a first among the nation’s major medical schools and an attempt to expand career options for graduates who won’t be saddled with six-figure debt [Editor’s note: the link may be paywalled]. From a report: School officials worry that rising tuition and soaring loan balances are pushing new doctors into high-paying fields and contributing to a shortage of researchers and primary care physicians. Medical schools nationwide have been conducting aggressive fundraising campaigns to compete for top prospects, alleviate the debt burden and give graduates more career choices. NYU raised more than $450 million of the roughly $600 million it estimates it will need to fund the tuition package in perpetuity, including $100 million from Home Depot founder Kenneth Langone and his wife, Elaine. The school will provide full-tuition scholarships for 92 first-year students — another 10 are already covered through M.D./PhD programs — as well as 350 students already partway through the M.D.-only degree program.

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I have a very important and scary story to share I wrote. Give it a read. It’s published the Napa Valley Register (the main paper of a community where my wine business is newly located). The article is about one of the most common and unexpected ways people around the world die. I almost did.


I recently completed a European speaking tour discussing transhumanism, a social movement whose primary goal is to live as long as possible through science.

Ironically, I’ll probably remember the month-long tour most for a specific 60 seconds—when I almost choked to death on thick, leathery bread in a German restaurant. This may be surprising, but the fourth-leading cause of unintentional death in America is asphyxiation from choking on food, according to the National Safety Council.

In fact, a few years ago, a high school friend of mine who was a talented athlete died when meat became lodged in his windpipe. In total, approximately 2,500 Americans perish every year from choking on food.

Most people never worry about the mechanics of how food travels from the mouth to the stomach—many of us have eaten tens of thousands of times without serious incident. But in today’s modern society, with a range of new types of foods and textures, and the fact many of us are always in a rush (like I was constantly on my speaking tour), people should consider choking dangers far more. People should also know that they can choke on a wide variety of foods that accidentally get stuck in the trachea instead of going down the esophagus.

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