The Starfish and the Spider
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The document discusses the history of centralized vs decentralized systems through various examples from history including the Spanish conquest of the Aztec Empire and Apache tribes. It then discusses more modern examples of centralized record labels vs the decentralized Napster platform. The rest of the document outlines frameworks for analyzing industries and projects through the lenses of whether they are centralized, decentralized, or a combination of both. It also lists various catalysts, ideologies, circles, and protocols that can characterize decentralized networks.
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- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
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“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.Recently uploaded (20)
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The Starfish and the Spider
- 1. Translated by Katharina Toparkus Co-author Rod Beckstrom
- 11. Montezuma II (Aztec)
- 14. Geronimo
- 17. 1680 1680 Spanish vs. Apache Spanish vs. Apache 2001 2001 Record Labels vs. Napster Record Labels vs. Napster
- 20. The Cathedral and The Bazaar CENTRALIZED DECENTRALIZED
- 21. Your Industry, Company or Project CENTRALIZED DECENTRALIZED
- 22. COMBO SPECIAL
- 23. Your Industry, Company or Project CENTRALIZED DECENTRALIZED
- 24. Energy DECENTRALIZED NETWORKS Catalyst Ideology Circles Protocols
- 25. CATALYSTS
- 26. IDEOLOGY Shared values
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- 31. Berlin Events Nov 7 - Wednesday 3:30 PM Seestern discussion 5:00 PM TWiki Community Meetup Special Sponsor Room Berlin Messe, Expo Floor