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A World Without Paper

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This article discusses the pros and cons of moving towards a paperless society. It addresses environmental and financial concerns with using less paper. It also covers benefits like increased productivity, versatility, and value of information that paperless technologies provide. The article examines differences between traditional paper-based practices and newer paperless approaches, and innovations that enable paperless options and changing ways of life.

The Pros, Cons, and Technology
Behind the Paperless Movement

 Environmental Concerns
 Financial Concerns
 Converting

 Productivity
 Versatility
 Value of Information

 Traditional Vs. Paperless
 Innovations
 Way of Life

 By Ian Lewis
 April 2009

 By Ian Lewis
 April 2009

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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2025/06/key-requirements-to-successfully-implement-generative-ai-in-edge-devices-optimized-mapping-to-the-enhanced-npx6-neural-processing-unit-ip-a-presentation-from-synopsys/ Gordon Cooper, Principal Product Manager at Synopsys, presents the “Key Requirements to Successfully Implement Generative AI in Edge Devices—Optimized Mapping to the Enhanced NPX6 Neural Processing Unit IP” tutorial at the May 2025 Embedded Vision Summit. In this talk, Cooper discusses emerging trends in generative AI for edge devices and the key role of transformer-based neural networks. He reviews the distinct attributes of transformers, their advantages over conventional convolutional neural networks and how they enable generative AI. Cooper then covers key requirements that must be met for neural processing units (NPU) to support transformers and generative AI in edge device applications. He uses transformer-based generative AI examples to illustrate the efficient mapping of these workloads onto the enhanced Synopsys ARC NPX NPU IP family.

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