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How Humans Think: Fast vs. Slow Psychologists like to talk about two systems of thought: Fast thinking (System 1): quick, impulsive, automatic. It's what you do when you dodge a ball, recognize a face, or repeat "2+2=4" on…
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From Text to a World of Senses Over fifty years of artificial intelligence have been text-only understanding — all there possibly was was the written response of a chatbot and only text that it would be able to…
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1. The Simple Idea: Machines Taught to "Think" Artificial Intelligence is the design of making computers perform intelligent things — not just by following instructions, but actually learning from information and improving with time. In regular programming, hu…
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An AI agent is But that is not all: An agent is something more than a predictive or classification model; rather, it is an autonomous system that may take an action directed towards some goal. Put differently, An…
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Healthcare diagnostics, workflows, drug R&D, and care delivery Why: healthcare has huge amounts of structured and unstructured data (medical images, EHR notes, genomics), enormous human cost when errors occur, and big inefficiencies in admin work. How AI helps…
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How Multimodal Models Will Change Everyday Computing Over the last decade, we have seen technology get smaller, quicker, and more intuitive. But multimodal AI-computer systems that grasp text, images, audio, video, and actions together-is more than the next…
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1. The Big Idea Behind the Transformer Instead of reading a sentence word-by-word as in an RNN, the Transformer reads the whole sentence in parallel. This alone dramatically speeds up training. But then the natural question would be:…
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Understanding the Two Model Types in Simple Terms Both generative and predictive AI models learn from data at the core. However, they are built for very different purposes. Generative AI models are designed to create content that had…
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What is Multimodal AI? In its simplest definition, multimodal AI is a form of artificial intelligence that can comprehend and deal with more than one kind of input—at least text, images, audio, and even video—simultaneously. Consider how humans…