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Artificial Intelligence (AI) on Instagram: "Neural scaling laws describe how a model gets better in a predictable way when we give it more data, make it larger, or let it use more computing power. These relationships usually follow what’s called a power law meaning that as we increase one of these factors, performance improves in a steady, proportional way. For example, when we make a model bigger, we can expect its accuracy to improve or its errors to shrink in a roughly consistent pattern. Whe
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Using scaling laws to help us getter smaller models with the same accuracy! Based on blog post by de Vries. #datascience #machinelearning #largelanguagemodels #scalinglaws #chinchilla Go smol or go home: https://www.harmdevries.com/post/model-size-vs-compute-overhead/ Scaling Laws for Neural Language Models: https://arxiv.org/abs/2001.08361 Training Compute-Optimal Large Language Models: https://arxiv.org/abs/2203.15556 Scaling Laws Video: https://www.youtube.com/watch?v=NvgNI3waAy4
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