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
Focus book review
The pressure cooker of a tournament can be compared to living through a pandemic. “Right now, we are being bombarded with information overload,” she says. “People want certainty. They want to know when they can start seeing people again. When we’ll have a vaccine. The human brain doesn’t like uncertainties, but we don’t know the answers to these questions.” … [Read more...] about What poker can teach you about living through a pandemic
Colgate remains debt-free and has strong cash flows to meet operational challenges going forward. With the launch of 'Colgate Ved Shakti' the analyst believes, the company will gain market share going forward as it will also cater to customers preferring natural toothpaste. … [Read more...] about Analysts pick 11 stocks to achieve financial freedom; do you own any?
The chief executives of the country's largest tech companies – including Zuckerberg, Amazon Inc's Jeff Bezos, Sundar Pichai of Alphabet Inc's Google and Apple Inc's Tim Cook – gave virtual testimony before the U.S. House Judiciary Committee's antitrust panel. … [Read more...] about Jeff Bezos’ snack, room ratings and ‘the net’: Key online moments from tech hearing
Instead of saying, “I worked on cost-saving projects,” you could say, “I reduced the budget by 25% over six months.” Factual statements add legitimacy, as well as originality, to your résumé. It’s great for multiple reasons— it clearly illustrates your results in a way that is easy to understand, and it also proves that you’re trustworthy and credible, making recruiters more likely to appreciate your résumé as a whole. … [Read more...] about How to breathe new life into a tired résumé format