In the same way that BERT and RoBERTa structure words in a three-dimensional space reminiscent of a word cloud, the two neural networks work together to arrange image attributes (such as object shape and background color) in a theoretical space, where similar images are closer together and dissimilar images are farther apart. LeCun says the research has yielded image classifiers accurate enough to exceed current image-recognition benchmarks, but he still doubts that the approach will ultimately produce image classifiers that are good at detecting harmful imagery, and efficient enough to run at a large scale. That’s because the theoretical space the networks must create to accommodate numeric representations of every possible aspect of every pixel of an image is just too large. … [Read more...] about Facebook’s AI for detecting hate speech is facing its biggest challenge yet
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Manage stress Konnikova says she chose the game of poker to learn about luck and didn’t realize it would teach her about who she is as a person. “Stress and pressure make a very high-stakes environment, and you can get depleted very quickly because you constantly have to be thinking about your next step,” she says. “That’s draining and cognitively emotional. All of your issues and hang-ups, everything you carry with you, comes up.” … [Read more...] about What poker can teach you about living through a pandemic
Surat-based investor Kalpesh Sharma is in his late 20s and has just opened an account with an online investment app. So far, he has been investing on his own by browsing through magazines about schemes he felt he should invest in. Eventually, he realised the need for guidance as he saw his mutual fund schemes in losses despite their benchmark indices giving positive returns. … [Read more...] about Millennials love investing via apps, but are they aware of the pitfalls?
“We are shocked, terrified. We do not know what to do?” Avni wrote on her Facebook page. Avni alleged that the mobsters were led by Sharad Agarwal, Manju Agarwal, sister of Prabhu Shankar, the brother who was given the eastern part of the Haldiram empire, and Manju’s son, Vatsal Agarwal. She alleged that the troika entered the shop forcibly, cut CCTV cameras telephone lines, stole hard discs of computers, assaulted and forced employees to divulge the bank account details and passwords of emails operated by the late Mahesh Aggarwal. The hoodlums also took away account books, legal papers, property papers, official stamps, share certificates, signed cheques, purchase bills, Income tax files, balance sheets and many other documents, including Mahesh’s laptop and pen drives. She claimed the damage caused to their property was over Rs 80 lakh. Avni further said she is scared about the safety of her businesses, employees and lives of her family members. … [Read more...] about Bitter fight erupts in Haldiram’s group over property after death of family elder
The Reserve Bank of India (RBI) central board has approved the transfer of Rs 57,128 crore in surplus as dividend to the government for the accounting year 2019-20, the central bank said in a release on August 14. The Board also decided to maintain the Contingency Risk Buffer at 5.5 percent. … [Read more...] about RBI Board approves transfer of Rs 57,128 crore dividend to government