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Piction Health’s app can help doctors classify a range of skin conditions. Credit: MIT News, with images courtesy of Piction HealthPiction Health, founded by Susan Conover SM ’15, uses machine learning to help physicians identify and manage skin disease.When Susan Conover wanted to get a strange-looking mole checked out at the age of 22, she was told it would take three months to see a dermatologist. When the mole was finally removed and biopsied, doctors determined it was cancerous. At the time, no one could be sure the…

How to achieve 76.2% test accuracy on ImageNet without observing a single labelContrastive Language Image Pre-training (CLIP) (created by author)Deep image classification models are typically trained in a supervised manner over a large, annotated dataset. Although a model’s performance will improve as more annotated data becomes available, large-scale datasets for supervised learning are often difficult and expensive to obtain, requiring numerous hours of effort from expert annotators. With this in mind, one may begin to…

Source: Luke Filipowicz / iMore As you probably know, when you pair a Bluetooth device with your Apple Watch all the audio stemming from your Apple Watch will go through said device. Whether that's a pair of headphones or a speaker, you can enjoy your audio through the device you want. However, before the latest version of watchOS 7, your Apple Watch couldn't tell what type of device you've paired to it. In watchOS 8 You can now classify your Bluetooth devices on Apple Watch to let it know what type of device it is — be…