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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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?
similar mandated programs. Many Americans, students included, are concerned about how these apps work and what kind of data they’re collecting and transmitting. Pew surveys from last year reveal that 72% of Americans believe that much of what they do online is being tracked by companies, and 79% are concerned about how the government and corporations use their data. Now, as companies and communities are working to track COVID-19 cases, there is skepticism from the general public over how effective any of these efforts will be. A more recent Pew study showed that six in 10 Americans think cellphone data won’t help curb COVID-19 transmission, and half of the respondents aren’t even sure if using such data is ethical. … [Read more...] about Ex-Google VP’s new app is helping 30,000 Kansas students return to college
3. Are you listening to employees while you plan for the future? There are many unknowns about when it will be safe for employees to return to the office, but the future of work hinges on one attribute: flexibility. Even before COVID-19, there was a strong signal in favor of more remote work. In surveys last year, 80% of U.S. workers said they would turn down a job that didn’t offer flexible working options. Surveyed employees stated flexible work arrangements increase morale, and for leaders they can lead to lower operation costs. I see a future where employees have options, whether it’s coming into an office one to two days a week, meeting as a team once a month—or going fully remote. … [Read more...] about Is your team prepared for long-term remote work? Ask these 3 questions to find out