Last week we released NanoGPT Slowrun , an open repo for data-efficient learning algorithms. The rules are simple: train on 100M tokens from FineWeb, use as much compute as you want, lowest validation loss wins. Improvements are submitted as PRs to the repo and merged if they lower val loss. The constraint is the inverse of speedruns like modded-nanogpt , which optimize wall-clock time. Those benchmarks have been hugely productive, but optimizing for speed filters out expensive ideas: heavy regularization, second-order optimizers, gradient descent alternatives. Slowrun is built for exactly those ideas.
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Thankfully, baby Abbie Humphries was found just over two weeks later and returned to her mother, but the case is a stark reminder of how the unexpected can happen, and how hospital security matters.
而在陆铭看来,“投资于人”就是强调投资要向与人的需求更加直接相关的领域倾斜,如教育、医疗、养老、幼托、文化、体育等等。。业内人士推荐PDF资料作为进阶阅读
Фото: Global Look Press
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