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analytixon.com
| | seanzhang.me
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| | Explaining the EM algorithm in a nutshell
| | ai.googleblog.com
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| | www.shaped.ai
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| | In this article, we'll take a deep dive into PinSage, a state-of-the-art GCN framework developed at Pinterest for learning high-quality embeddings of nodes in massive, billion-scale graphs. Through a novel combination of techniques spanning sampling, dynamic graph construction and distributed computing, PinSage achieves order-of-magnitude speedups over existing GCN approaches while delivering substantial gains in recommendation performance. Understanding the innovations powering PinSage provides a window into the frontier of deploying deep learning on web-scale systems.
| | deepmind.google
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| This has been a year of incredible progress in the field of Artificial Intelligence (AI) research and its practical applications.