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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
Bill Fulkerson

Questionnaire data analysis using information geometry | Scientific Reports - 0 views

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    The analysis of questionnaires often involves representing the high-dimensional responses in a low-dimensional space (e.g., PCA, MCA, or t-SNE). However questionnaire data often contains categorical variables and common statistical model assumptions rarely hold. Here we present a non-parametric approach based on Fisher Information which obtains a low-dimensional embedding of a statistical manifold (SM). The SM has deep connections with parametric statistical models and the theory of phase transitions in statistical physics. Firstly we simulate questionnaire responses based on a non-linear SM and validate our method compared to other methods. Secondly we apply our method to two empirical datasets containing largely categorical variables: an anthropological survey of rice farmers in Bali and a cohort study on health inequality in Amsterdam. Compare to previous analysis and known anthropological knowledge we conclude that our method best discriminates between different behaviours, paving the way to dimension reduction as effective as for continuous data.
Bill Fulkerson

Why a 400-Year Program of Modernist Thinking is Exploding | naked capitalism - 0 views

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    " Fearless commentary on finance, economics, politics and power Follow yvessmith on Twitter Feedburner RSS Feed RSS Feed for Comments Subscribe via Email SUBSCRIBE Recent Items Links 3/11/17 - 03/11/2017 - Yves Smith Deutsche Bank Tries to Stay Alive - 03/11/2017 - Yves Smith John Helmer: Australian Government Trips Up Ukrainian Court Claim of MH17 as Terrorism - 03/11/2017 - Yves Smith 2:00PM Water Cooler 3/10/2017 - 03/10/2017 - Lambert Strether Why a 400-Year Program of Modernist Thinking is Exploding - 03/10/2017 - Yves Smith Links 3/10/17 - 03/10/2017 - Yves Smith Why It Will Take a Lot More Than a Smartphone to Get the Sharing Economy Started - 03/10/2017 - Yves Smith CalPERS' General Counsel Railroads Board on Fiduciary Counsel Selection - 03/10/2017 - Yves Smith Another Somalian Famine - 03/10/2017 - Yves Smith Trade now with TradeStation - Highest rated for frequent traders Why a 400-Year Program of Modernist Thinking is Exploding Posted on March 10, 2017 by Yves Smith By Lynn Parramore, Senior Research Analyst at the Institute for New Economic Thinking. Originally published at the Institute for New Economic Thinking website Across the globe, a collective freak-out spanning the whole political system is picking up steam with every new "surprise" election, rush of tormented souls across borders, and tweet from the star of America's great unreality show, Donald Trump. But what exactly is the force that seems to be pushing us towards Armageddon? Is it capitalism gone wild? Globalization? Political corruption? Techno-nightmares? Rajani Kanth, a political economist, social thinker, and poet, goes beyond any of these explanations for the answer. In his view, what's throwing most of us off kilter - whether we think of ourselves as on the left or right, capitalist or socialist -was birthed 400 years ago during the period of the Enlightenment. It's a set of assumptions, a particular way of looking at the world that pushed out previous modes o
Bill Fulkerson

Big data analysis finds cancer's key vulnerabilities - 0 views

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    Thousands of different genetic mutations have been implicated in cancer, but a new analysis of almost 10,000 patients found that regardless of the cancer's origin, tumors could be stratified in only 112 subtypes and that, within each subtype, the Master Regulator proteins that control the cancer's transcriptional state were virtually identical, independent of the specific genetic mutations of each patient.
Bill Fulkerson

Global labor flow network reveals the hierarchical organization and dynamics of geo-ind... - 0 views

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    Groups of firms often achieve a competitive advantage through the formation of geo-industrial clusters. Although many exemplary clusters are the subjects of case studies, systematic approaches to identify and analyze the hierarchical structure of geo-industrial clusters at the global scale are scarce. In this work, we use LinkedIn's employment history data from more than 500 million users over 25 years to construct a labor flow network of over 4 million firms across the world, from which we reveal hierarchical structure by applying network community detection. We show that the resulting geo-industrial clusters exhibit a stronger association between the influx of educated workers and financial performance, compared to traditional aggregation units. Furthermore, our analysis of the skills of educated workers reveals richer insights into the relationship between the labor flow of educated workers and productivity growth. We argue that geo-industrial clusters defined by labor flow provide useful insights into the growth of the economy.
Steve Bosserman

Universal Basic Assets: A Smarter Fix Than Universal Basic Income? | Fast Forward | OZY - 0 views

  • For 40 years, Robert E. Friedman and his Washington-based nonprofit Prosperity Now have helped millions of people from economically vulnerable communities gain financial security and stability. Income disparity, however, has only grown across the United States. Now, the 69-year-old Friedman is arguing for a macroeconomic fix — and it doesn’t involve the government just doling out cash. Instead, he advocates giving everyone assets like savings, education and homeownership, instituting a system of universal basic assets (UBA). And Friedman isn’t alone.
  • As cities and countries across the world experiment with the currently in-vogue idea of universal basic income (UBI), a small but growing number of scholars, nonprofits and researchers are beginning to argue for an alternative framework for prosperity. At its heart, they’re pushing for a 21st-century version of the age-old proverb that it’s better to teach a man how to fish than to simply give him fish. Just four years ago, UBA as a modern concept was unknown. Today, it’s emerging as a challenger to UBI as a means to the same goal: less income disparity and greater opportunities for all.
  • It’s an idea that has appeal on both sides of the political aisle. Liberals are drawn to UBA’s “provide for everyone” ethos, while libertarians see it as a reason to cut the “safety net” of government subsidies like welfare and unemployment, says Friedman. The bipartisan appeal comes from the notion that asset-building gives people more options, says C. Eugene Steuerle, former deputy assistant secretary of the U.S. Department of the Treasury for Tax Analysis under President Ronald Reagan and co-founder of the Urban-Brookings Tax Policy Center. ”UBA is a middle-of-the-road policy,” he says. “It’s an ideal compromise between left and right because it promotes mobility and opportunity, and less dependence on government.”
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  • At the Institute for the Future, Gorbis is convinced that assets are a critical determinant of an individual’s resources, especially with the rise of the gig economy where many don’t have access to benefits like health insurance and retirement savings. “When you look at data, a lot of inequality is deeper than income — it’s also about debt,” she says, adding, “for poor people, housing is the main asset.” That’s why Gorbis suggests UBA should start with access to housing, but also include access to public resources like transit. If you can take public transit, you don’t need to own a car, she says. When basic assets were first discussed, the crowning jewel was land — upon which the Homestead Act was based. Then, all eyes turned to jobs as the ultimate means of security. Today, Gorbis says, we should begin to look at data. Access to data — the internet, online education and resources — significantly affects socioeconomic status.
Steve Bosserman

60 Minutes: Facial and emotional recognition; how one man is advancing artificial intel... - 0 views

  • Basically chauffeurs, truck drivers anyone who does driving for a living their jobs will be disrupted more in the 15 to 20 year time frame and many jobs that seem a little bit complex, chef, waiter, a lot of things will become automated we'll have automated stores, automated restaurants, and all together in 15 years, that's going to displace about 40 percent of the jobs in the world.
  • Because I believe in the sanctity of our soul. I believe there is a lot of things about us that we don't understand. I believe there's a lot of love and compassion that is not explainable in terms of neural networks and computation algorithms. And I currently see no way of solving them. Obviously, unsolved problems have been solved in the past. But it would be irresponsible for me to predict that these will be solved by a certain timeframe.
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