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Bill Fulkerson

Anatomy of an AI System - 1 views

shared by Bill Fulkerson on 14 Sep 18 - No Cached
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    "With each interaction, Alexa is training to hear better, to interpret more precisely, to trigger actions that map to the user's commands more accurately, and to build a more complete model of their preferences, habits and desires. What is required to make this possible? Put simply: each small moment of convenience - be it answering a question, turning on a light, or playing a song - requires a vast planetary network, fueled by the extraction of non-renewable materials, labor, and data. The scale of resources required is many magnitudes greater than the energy and labor it would take a human to operate a household appliance or flick a switch. A full accounting for these costs is almost impossible, but it is increasingly important that we grasp the scale and scope if we are to understand and govern the technical infrastructures that thread through our lives. III The Salar, the world's largest flat surface, is located in southwest Bolivia at an altitude of 3,656 meters above sea level. It is a high plateau, covered by a few meters of salt crust which are exceptionally rich in lithium, containing 50% to 70% of the world's lithium reserves. 4 The Salar, alongside the neighboring Atacama regions in Chile and Argentina, are major sites for lithium extraction. This soft, silvery metal is currently used to power mobile connected devices, as a crucial material used for the production of lithium-Ion batteries. It is known as 'grey gold.' Smartphone batteries, for example, usually have less than eight grams of this material. 5 Each Tesla car needs approximately seven kilograms of lithium for its battery pack. 6 All these batteries have a limited lifespan, and once consumed they are thrown away as waste. Amazon reminds users that they cannot open up and repair their Echo, because this will void the warranty. The Amazon Echo is wall-powered, and also has a mobile battery base. This also has a limited lifespan and then must be thrown away as waste. According to the Ay
Steve Bosserman

Work In Retail? There's A Robot Getting Ready To Take Your Job - 0 views

  • Wilson says cashiers–74% of whom are women–are likely to the first overtaken by the automation wave. Also likely to be affected are retail salespeople, who may not be needed as shoppers increasingly consult their phones for information about sizes, colors, and availability. “Smartphones have all kinds of information about the products you want to buy, so the need for salespeople is considerably less,” he says.For example, Bloomingdale’s has tested smart fitting rooms with wall-mounted tablets allowing customers to scan items and view other colors and sizes and receive recommendations to “complete the look.” Home Depot says four self-checkout systems occupy the space of three normal aisles and obviate the need for two human cashiers. Amazon’s Go concept stores have no cashiers at all, enabling shoppers to pay for everything through their phones.
Bill Fulkerson

Gender imbalanced datasets may affect the performance of AI pathology classifi... - 0 views

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    Though it may not be common knowledge, AI systems are currently being used in a wide variety of commercial applications, including article selection on news and social media sites, which movies get made,and maps that appear on our phones-AI systems have become trusted tools by big business. But their use has not always been without controversy. In recent years, researchers have found that AI apps used to approve mortgage and other loan applications are biased, for example, in favor of white males. This, researchers found, was because the dataset used to train the system mostly comprised white male profiles. In this new effort, the researchers wondered if the same might be true for AI systems used to assist doctors in diagnosing patients.
Steve Bosserman

The 'Neo-Banks' Are Finally Having Their Moment - The New York Times - 0 views

  • Venture capitalists are pouring money into American start-ups that are offering basic banking services — known as neo-banks or challenger banks. In 2018 so far, American neo-banks have gotten four times as much funding as they did last year, and 10 times as much funding as they did in 2015, according to data from CB Insights.
  • The new financial outfits are trying to replace the old, branch-based way of banking with a mobile phone-friendly account that does away with the fees that have made banking giants so unpopular.
  • “If you look ahead five years, there’s no way there will be a financial services industry that is charging consumers $30 billion a year in overdraft fees,” said Chris Britt, the chief executive of Chime. “We aim to shake that up, and I think a lot of other consumer companies will be doing the same thing.”
Steve Bosserman

'Forget the Facebook leak': China is mining data directly from workers' brains on an in... - 0 views

  • The technology is in widespread use around the world but China has applied it on an unprecedented scale in factories, public transport, state-owned companies and the military to increase the competitiveness of its manufacturing industry and to maintain social stability.
  • Jin said that at present China’s brain-reading technology was on a par with that in the West but China was the only country where there had been reports of massive use of the technology in the workplace.
  • With improved speed and sensitivity, the device could even become a “mental keyboard” allowing the user to control a computer or mobile phone with their mind.
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  • Qiao Zhian, professor of management psychology at Beijing Normal University, said that while the devices could make businesses more competitive the technology could also be abused by companies to control minds and infringe privacy, raising the spectre of “thought police”.
  • “There is no law or regulation to limit the use of this kind of equipment in China. The employer may have a strong incentive to use the technology for higher profit, and the employees are usually in too weak a position to say no,” he said.
  • Lawmakers should act now to limit the use of emotion surveillance and give workers more bargaining power to protect their interests, Qiao said. “The human mind should not be exploited for profit,” he said.
Steve Bosserman

The wealth of our collective data should belong to all of us | Chris Hughes - 0 views

  • Nearly every moment of our lives, we’re producing data about ourselves that companies profit from. Our smartwatches know when we wake up, Alexa listens to our private conversations, our phones track where we go, Google knows what we email and search, Facebook knows what we share with friends, and our loyalty cards remember what we buy. We share all this data about ourselves because we like the services these companies provide, and business leaders tell us we must to make it possible for those services to be cheap or free.
  • We should not only expect that these companies better protect our data – we should also ensure that everyone creating it shares in the economic value it generates. One person’s data is worth little, but the collection of lots of people’s data is what fuels the insights that companies use to make more money or networks, like Facebook, that marketers are so attracted to. Data isn’t the “new oil”, as some have claimed: it isn’t a non-renewable natural resource that comes from a piece of earth that a lucky property owner controls. We have all pitched in to create a new commonwealth of information about ourselves that is bigger than any single participant, and we should all benefit from it.
  • The value of our data has a lot in common with the value of our labor: a single individual worker, outside of the rarest professions, can be replaced by another with similar skills. But when workers organize to withhold their labor, they have much more power to ensure employers more fairly value it. Just as one worker is an island but organized workers are a force to be reckoned with, the users of digital platforms should organize not only for better protection of our data, but for a new contract that ensures everyone shares in the historic profits we make possible.
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  • A data dividend would be a powerful way to rebalance the American economy, which currently makes it possible for a very small number of people to get rich while everyone else struggles to make ends meet.
  • A data dividend on its own would not be enough to stem growing income inequality, but it would create a universal benefit that would guarantee people benefit from the collective wealth our economy is creating more than they do today. If paired with fairer wages, more progressive taxation, and stricter enforcement of monopoly and monopsony power, it could help us turn the corner and create a country where we take care of one another and ensure that everyone has basic economic security.
Steve Bosserman

"That Is Power": Why Democrats Are Losing the Only Fight That Matters - 0 views

  • We inhabit a world of niche interests and platforms and distractions, where everyone is supposedly paying attention to their own thing. Unlike the mass-audience days of I Love Lucy—a show that commanded a remarkable 71 percent of television eyeballs in 1953—today you can happily silo yourself from signals that you don’t care about. Our attention spans are shrinking. Axios reported this week that more than 70 percent of the American population regularly uses another digital device while watching TV. It’s incredibly hard to seize attention in 2018; there’s too much to read and watch, too much to look at.
  • As Columbia Law Professor Tim Wu writes in his book The Attention Merchants, Trump “cannot be avoided or ignored and his ideas are never hard to understand. He offers simple slogans, repeated a thousandfold, and he always speaks as a commander rather than a petitioner, satisfying those who dislike nuance. With his continuous access to the minds of the public, the president has made almost all political thought either a reflection, rejection, or at least a reaction to his ideas. That is what power looks like.”
  • “The way to disempower Trump is to ignore him, but it’s too hard even for his opponents to do it,” Wu told me over the phone recently. “It has to be a pure attention battle. If you were another network and Trump was I Love Lucy, what do you do? You can’t necessarily spend all your time criticizing I Love Lucy because that will just build it up. You need your own programming and to develop your own characters and celebrities who have to be as interesting and compelling. You need to have your own show. And I don’t think Democrats have their own show other than the ‘I Hate Trump’ show.”
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