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Photonic Neuromorphic Computing: The Future of AI

بواسطة ExplainingComputers
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تم نشره في 2021/05/09

Photonic computing processes information using light, whilst neuromorphic computing attempts to emulate the human brain. Bring the two together, and we may have the perfect platform for next generation AI, as this video explores. If you like this video, you may also enjoy my previous episodes on: Organic Computing: /watch/Ade9Y0pER7FE9 Brain-Computer Interfaces: /watch/cp0gUhYJxMxJg More videos on computing and related topics can be found at: /explainingcomputers You may also like my ExplainingTheFuture channel at: /explainingthefuture REFERENCES de Lima (2019) ‘Machine Learning With Neuromorphic Photonics’, Journal of Lightwave Technology, Vol.37, Issue 5 (March 7). Abstract and access options at: https://ieeexplore.ieee.org/document/8662590 Feldman, J. et al (2021) ‘Parallel convolutional processing using an integrated photonic tensor core’, Nature Issue 589 (January 6). Abstract and access options at: https://www.nature.com/articles/s41586-020-03070-1 Fourtané, S. (2021) ‘New Applications of Photonics for Artificial Intelligence and Neuromorphic Computing’, Medium (January 30). Available from: https://medium.com/technology-evolution/new-applications-of-photonics-for-artificial-intelligence-and-neuromorphic-computing-8beb0ba5cb1 Intel neuromorphic computing web pages: https://www.intel.co.uk/content/www/uk/en/research/neuromorphic-computing.html Intel silicon photonics web pages: https://intel.com/siliconphotonics Ríos, C. et al (2019) ‘In-memory computing on a photonic platform’, Science Advances Vol.2, No.5 (February 15). Available from: https://advances.sciencemag.org/content/5/2/eaau5759/tab-pdf Sebastian, A. (2021) ‘Light and in-memory computing help AI achieve ultra-low latency’, IBM Research Blog (January 7). Available from: https://www.ibm.com/blogs/research/2021/01/latency-ai-photonics/ Sebastian, A. & Bhaskaran, H. (2019) ‘In-Memory Computing Using Photonic Memory Devices, IBM Research-Zurich Publications blog post (February 15). Available from: https://www.ibm.com/blogs/research/2019/02/photonic-memory-devices/ Shastri, B.J. et al (2021) ‘Photonics for artificial intelligence and neuromorphic computing’, Nature Photonics, Issue 15 (January 29). Abstract and access options at: https://www.nature.com/articles/s41566-020-00754-y The Engineer (2021) ‘Photonic processor heralds new computing era’ (January 7th). Available from: https://www.theengineer.co.uk/photonic-processor-heralds-new-computing-era/ Chapters: 00:00 Introduction 00:57 Photonic computing 05:18 Neuromorphic computing 07:31 Neuromorphic photonics 11:24 Future hardware #PhotonicComputing #NeuromorphicComputing #Photonics #ExplainingComputers

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