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Generative AI and Neural Net Fundamentals | By Jason G Bryant

There are two answers to the question of how generative AI models work. Empirically, we know how they work in detail because humans designed their various neural network implementations to do exactly what they do, iterating those designs over decades to make them better and better. AI developers know exactly how the neurons are connected; they engineered each model’s training process. Yet, in practice, no one knows exactly how generative AI models do what they do that’s the embarrassing truth.

Big projects to tiny details, planner Jeff Hawkins leaves long legacy in Northwest Arkansas

Multimillion-dollar projects such as connecting the Razorback Greenway and closing the gap in Interstate 49 between Arkansas and Missouri stand out when reviewing Jeff Hawkins tenure as director of the Northwest Arkansas Regional Planning Commission.

Big projects to tiny details, planner Jeff Hawkins leaves long legacy in Northwest Arkansas

Multimillion-dollar projects such as connecting the Razorback Greenway and closing the gap in Interstate 49 between Arkansas and Missouri stand out when reviewing Jeff Hawkins tenure as director of the Northwest Arkansas Regional Planning Commission.

Cortical Column Networks - The Smart Robot

People are capable of recognizing and interacting with a plethora of different objects entering in their daily lives. However, object detection and manipulation still proves difficult for current robotic systems. Deep learning methods achieve astonishing performance on detecting known objects, for example using the YOLO object detection algorithm, however these techniques fail when unknown objects enter the scene, or the objects are placed in cluttered environments.

A Thousand Brains introduces a novel theory of intelligence

 E-Mail IMAGE: What is intelligence? Every human ability, from science, engineering, and agriculture, to art and literature, is created by the cells in our heads. How simple cells create our intelligence is. view more  Credit: JACKE T IMAGES © ALEXSL / E+ VIA GETTY IMAGES; © DMITRI GOMON / SHUTTERSTOCK.COM JACKET © 2021 HACHETTE BOOK GROUP, INC. REDWOOD CITY, CA - March 3, 2021 A Thousand Brains is divided into three parts. In Part 1, Hawkins describes the new theory and the neuroscience behind it. In Part 2, he explains how this theory will lead to truly intelligent machines. Finally, in Part 3, Hawkins describes how a deep understanding of intelligence and AI will affect the future of humanity.

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