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Carlos Eduardo
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PhD in Studies of Language, Expert in Text Mining
PhD in Studies of Language, Expert in Text Mining

172 followers
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One Sentence With 7 Meanings Unlocks a Mystery of Human Speech #linguistics
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A guide to the modern AI for senior managers.
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"The data is 3D scans of patients' eyes made using a technique known as optical coherence tomography, or OCT. Creating these scans takes around 10 minutes and involves bouncing near-infrared light off of the interior surfaces of the eye."

"The software was trained on nearly 15,000 OCT scans from some 7,500 patients. These individuals had all been treated at sites operated by Moorfields, which is the largest eye hospital in Europe and North America. The system was fed their scans alongside diagnoses by human doctors. From this, it learned how to first identify the different anatomical elements of the eye (a process known as segmentation) and then recommend clinical action based on the various signs of diseases that the scans show."
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Predicting the next 10 years of deep learning. "In 10 years the year will be 2028." "We will think of deep learning as a novel type of programming, and not call it deep learning anymore. Instead, we might use other phrases such as 'differential programming', 'natural programming', etc." "3 new different paradigms will emerge for deep learning, on the significance level of GANs." "Deep learning will be able to extract the physical or dynamics laws of a system just by observations." "Deep learning will be able to incorporate things like body language and intonation into its models." "To get to the massively parallel state, this would require merging the results of two or more independently trained network into a single network of roughly the same size."
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How to teach yourself linguistics online for free #linguistics
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"Media outlets have recently reported that AI-powered software can translate text as well as expert human translators. Provoking headlines include:" Eh, we'll skip the headlines...

"This apparent success is due to the advent of Neural Machine Translation (NMT), a method using neural networks to perform machine translation."

"But are NMT systems comparable to human translators, like these headlines imply? Not even close."

"NMT translations can be unreliable, offensively wrong, or utterly unintelligible. "NMT systems also have really acute short-term memory loss." "NMT systems have very little common sense -- external context and knowledge about the world.
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