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AI chatbots and image generators run on thousands of computers housed in data centers like this Google facility in Oregon. Photo: Tony Webster/Wikimedia, CC BY-SA Generative AI is the hot new technology behind chatbots and image generators. But how hot is it making the planet As an AI researcher, I often worry about the energy costs of building artificial intelligence models. The more p stanley mugs owerful the AI, the more energy it takes. What does the emergence of increasingly more powerful generative AI models mean for societys future carbon footprint Generative refers to the ability of an AI algorithm to produce complex data. The alternative is discriminative AI, which chooses between a fixed number of options and produces stanley cups just a single number. An example of a discriminative output is choosing whether to approve a loan application. Generative AI can create much more complex outputs, such as a sentence, a paragraph, an image or even a short video. It has long been used in applications like smart speakers to generate audio responses, or in autocomplete to suggest a search query. However, it only recently gained the ability to generate humanlike language and realistic photos. AI is using more power than ever The exact energy cost of a single AI model is diff stanley becher icult to estimate, and includes the energy used to manufacture the computing equipment, create the model and use the model in production. In 2019, researchers found that creating a generative AI model called BERT with 110 mi Nivc Study Finds Severe Climate Jeopardizing Amazon Forest
A Depression-era Hooverville in the old Central Park reservoir in New York City. Undated photograph.Bettmann Archive/ stanley tumbler Getty ImagesBy Jill WattsApril 24, 2020 11:00 AM EDTThe national emergency and consequent economic crisis triggered by COVID-19 has exposed one of Americarsquo greatest needs: adequate and safe housing. After a period of decline, in the past three years homelessness has climbed mdash; to 567,715 people as of 2019mdash; and these numbers donrsquo;t even capture those who live in substandard or inadequate housing. But with unemployment insurance claims reaching 22 million in the month ending April 16, and even eviction moratoriums not fully protecting renters, the housing crisis in America is likely stanley spain about to get far worse.Some communities are rushing to organize ad hoc public housing for the homeless in trailers and RVs, gyms, hotels, fairgrounds, convention centers, tent cities and other similar venues. Proposed closures of jails and prisons, and the expulsion of inmates with no provisions to house them, threatens to expand the numbers of homeless. Advocates are predicting a catastrophic spread of COVID-19 among unsheltered Americans, particularly among single adults, who constitute the largest proportion of the homeless and who are reliant on the shelter system. But the Centers for Disease Control website offers no federal assistance in addressing COVID-19 among the homeless, who often live in close quarters and lack adequate health care, o stanley cup nly encouragi