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William Lachance's Log
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William Lachance
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2025-12-13 17:27:19
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William Lachance's Log wlach log About Atom RSS Neural networks mystify me Apr 15th, 2023 AI Spent a good chunk of a week off (re)learning the basics of neural networks: forward propagation, gradient descent, loss functions. It’s taking some time, but gradually I feel some level of understanding is taking hold. What kind of continues to amaze me is how simple it all is: you really only need a high-school level understanding of linear algebra and calculus to understand most of what’s going on behind the scenes. Best as I can tell, the recent innovations in the last few years (in particular transformer models behind things like ChatGPT) are just refinements on top of these basic concepts. Neural networks (there really there is nothing “neural” about them) are really not new: I remember hearing about that as an undergraduate in the early 2000s (and I think they were rather old hat even then). At the time, they were pretty much dismissed as a warmed-over model...
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16 - codewords.recurse.com, dl.acm.org, about.sourcegraph.com, docutils.sourceforge.io, firefox-source-docs.mozilla.org, wiki.mozilla.org, dictionary.telemetry.mozilla.org, docs.telemetry.mozilla.org, alpha.iodide.io, blog.harterrt.com, few-blade.surge.sh, blog.mozilla.org
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