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Multimodal Neurons in Artificial Neural Networks


Multimodal Neurons in Artificial Neural Networks
March 4, 2021
22 minute read
We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn.
Fifteen years ago, Quiroga et al. discovered that the human brain possesses multimodal neurons. These neurons respond to clusters of abstract concepts centered around a common high-level theme, rather than any specific visual feature. The most famous of these was the “Halle Berry” neuron, a neuron featured in both Scientific American and The New York Times, that responds to photographs, sketches, and the text “Halle Berry” (but not other names). ....

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10 Awesome Machine Learning Applications of Today


10 Awesome Machine Learning Applications of Today
10 Awesome Machine Learning Applications of Today
Last Updated: 27 Feb 2021
“Machine Learning – The Hot Technology Nurturing the Growth of Cool Products”
If you keep yourself updated about technology news, you are probably seeing mentions about machine learning everywhere- from voice assistants to self-driving cars, and for good reasons. Everyday a new app, product, or service unveils that it is using machine learning to get smarter and better.
You’ve likely used machine learning on your way to work (Google Maps for suggesting Traffic Route, making an online purchase (on Amazon or Walmart), and for communicating with your friends online (Facebook). Not to mention, in the process of navigating to this blog page on your screen through Google Search, you almost certainly used Machine Learning. The applications of machine learning are everywhere - email spam filter, product recommendations, chatbots, image ....

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Modelling for the future of Pakistan | Special Report


February 14, 2021
Modeling and simulations have a major role in scientific research and are being widely used in every field of science and technology.
Daily Diagnosed Cases of Covid-19 (second wave) in Pakistan.
The spread of the Covid-19 has become a universal challenge across the globe. As there is no proper treatment available for this virus the use of a mathematical modelling, to predict the scale of Covid-19 outspread, has become very important. Modelling and simulations have a major role in scientific research and are being widely used in every field of science and technology. This includes the prediction of epidemics. Mathematical models forecast the size of the spread of the epidemic and provide guidelines for its control. ....

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