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Machine learning image classifiers use context clues to help understand the contents of a room, for example, if they manage to identify a dining-room table with a high degree of confidence, that can help resolve ambiguity about other objects nearby, identifying them as chairs.
The downside of this powerful approach is that it means machine learning classifiers can be confounded by confusing, out-of-context elements in a scene, as is demonstrated in The Elephant in the Room, a paper from a trio of Toronto-based computer science academics."
"The Future of Jobs Report arrives as the rising tide of automation is expected to displace millions of American workers in the long term and as corporations, educational institutions and elected officials grapple with a global technological shift that may leave many people behind. The report, published Monday, envisions massive changes in the worldwide workforce as businesses expand the use of artificial intelligence and automation in their operations. Machines account for 29 percent of the total hours worked in major industries, compared with 71 percent performed by people. By 2022, however, the report predicts that 42 percent of task hours will be performed by machines and 58 percent by people"
"When Vancouver tech retailer NCIX went bankrupt, it stopped paying its bills, including the bills for the storage where its servers were being kept; that led to the servers being auctioned off without being wiped first, containing sensitive data -- addresses, phone numbers, credit card numbers, passwords, etc -- for thousands of customers. Also on the servers: tax and payroll information for the company's employees."
"is an experimental service from Carnegie Mellon University that stores images of old processors, as well as the old operating systems that ran on top of them, along with software packages for those old OSes; this allows users to access old data from obsolete systems inside simulations of the computers that originally ran that data, using the original operating systems and applications."
"In a world of cloud computing, everything we do is governed by tens of thousands of words of legal fine-print (including the fine print that warned Mr da Silva that his movies might stop working if he changed the region associated with his Itunes account) that no one (including Mr da Silva, and you, and me) has ever, ever read (famously so!)."
"But, for a growing number of users - and mental health experts - the very positivity of Instagram is precisely the problem. The site encourages its users to present an upbeat, attractive image that others may find at best misleading and at worse harmful. If Facebook demonstrates that everyone is boring and Twitter proves that everyone is awful, Instagram makes you worry that everyone is perfect - except you."
""Weapons of math destruction" is how the writer Cathy O'Neil describes the nasty and pernicious kinds of algorithms that are not subject to the same challenges that human decision-makers are. Parole algorithms (not Jure's) can bias decisions on the basis of income or (indirectly) ethnicity. Recruitment algorithms can reject candidates on the basis of mistaken identity. In some circumstances, such as policing, they might create feedback loops, sending police into areas with more crime, which causes more crime to be detected."
"Jack Poulson was a senior research scientist at Google whose work on machine learning work was used to improve Google's search results; now he's quit the company over its Project Dragonfly, a once-secret plan to launch a censored Chinese search engine; Poulson called the move a "forfeiture of our values."
Tech companies find it hard to qualify skilled engineers at any price, and machine learning specialists are especially prize, commanding salaries of $1MM/year or more. "
"The judges considered three aspects of digital surveillance: bulk interception of communications, intelligence sharing and obtaining of communications data from communications service providers.
By a majority of five to two votes, the Strasbourg judges found that GCHQ's bulk interception regime violated article 8 of the European convention on human rights, which guarantees privacy, because there were said to be insufficient safeguards, and rules governing the selection of "related communications data" were deemed to be inadequate."
"The proponents of the so-called decentralised web - or DWeb - want a new, better web where the entire planet's population can communicate without having to rely on big companies that amass our data for profit and make it easier for governments to conduct surveillance."
"This way of thinking about search results is wrong. Recent studies suggest that search engines, rather than providing a neutral way to find information, may actually play a major role in shaping public opinion on political issues and candidates. Some research has even argued that search results can affect the outcomes of close elections. In a study aptly titled In Google We Trust participants heavily prioritized the first page of search results, and the order of the results on that page, and continued to do so even when researchers reversed the order of the actual results."
"I've got a theory of change I call the "peak indifference" theory. The early stage of a crisis involves trying to convince people that the crisis even exists, because things haven't gotten really terrible yet and it's not obvious that there's anything to really worry about, and the people who profit from the status quo will spend liberally to convince people that there's no reason to worry or change anything (see also: climate change, Facebook, cancer from smoking)."
"Can you guess how long AlphaZero spent learning chess from scratch, preparing for the match against Stockfish 8, and developing its genius instincts? Four hours. For centuries, chess was considered one of the crowning glories of human intelligence. AlphaZero went from utter ignorance to creative mastery in four hours, without the help of any human guide."
"There is little evidence to show algorithms by online firms are based on politics, and many conservatives - including Trump himself - have large a social media following.
Analysts say it would be dangerous to try to regulate how search engines work to please a government or political faction."
""In some ways we've lost agency. When programs pass into code and code passes into algorithms and then algorithms start to create new algorithms, it gets farther and farther from human agency. Software is released into a code universe which no one can fully understand.""
"Tufekci describes how insurgent, democratic movements were early arrivals to the internet, and how clumsy authoritarians' attempts to fight them by shutting the net down only energized their movements. But canny authoritarians mastered the platforms, figuring out how to game their automated algorithms to upvote their messages, and how to game their moderation policies to banish their adversaries."
