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pre-training vs fine-tuning
foundation models differ from task-sp ...
a Transformer, and how does self-atte ...
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:…
text + image + audio + video
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…
the next wave of AI innovation
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…
agentic AI differ from traditional ML ...
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…
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…
humans and machines
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…
“fast” and “deliberate” thinking mode ...
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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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…