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Description | SGD in LMS Adaptive Filtering vs SGD for Deep SGD in LMS Adaptive Filtering vs SGD for Deep Learning Robert 2023-04-02 (16:29) Howard, Jeremy and Gugger, Sylvain. Deep Learning for Coders with fastai |
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WebSite | robertyu.com |
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US$292,593
Last updated: 2023-05-13 05:29:01
robertyu.com has Semrush global rank of 36,174,211. robertyu.com has an estimated worth of US$ 292,593, based on its estimated Ads revenue. robertyu.com receives approximately 33,761 unique visitors each day. Its web server is located in United States, with IP address 162.241.217.63. According to SiteAdvisor, robertyu.com is safe to visit. |
Purchase/Sale Value | US$292,593 |
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SGD in LMS Adaptive Filtering vs SGD for Deep Learning Robert 2023-04-02 (16:29) Howard, Jeremy and Gugger, Sylvain. Deep Learning for Coders with fastai and PyTorch. First edition, rel. 2021-11-05. Boston: O’Reilly Media, 2020. Whew! Chapter 4 of the Deep Learning book was a bear. Titled “Under the Hood: Training a Digit Classifier,” the chapter walks through the steps of implementing and training a “linear optimizer”–basically a single layer of a neural network–via stochastic gradient descent (SGD). I’m writing this article to solidify my thoughts on SGD. As it turns out, I’m already familiar with SGD; in old school signal processing, SGD is basically how adaptive filters are trained via least mean square (LMS) adaptation. I’m going to explore how the two algorithms are related, then look at what role PyTorch plays. LMS Adaptive Filtering Acoustic echo cancellation is a typical LMS adaptive filter scenario: time-domain audio signal \(x[n]\) enters a loudspeaker the output of the |
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