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Scaling laws for very large neural nets Compute/size/data tradeoffs 2021-01-14 – 2023-02-16
Gradient descent at scale Practical implementation of large optimisations 2021-07-14 – 2021-09-28
Statistical learning theory Eventually including structural risk minimisation, risk bounds, hopefully-uniform convergence rates, VC-dimension, generalisation-and-stability framings etc 2016-07-06 – 2016-08-16
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The Living Thing comprises the perpetually-in-progress learning notebooks of Dan MacKinlay. All original opinions expressed here are my own. If you want to talk, use the contact form.
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The blog is written mostly on the lands of the Gadigal People of the Eora Nation, to whom I pay respects, and also cash.