The number of model parameters $N$ needed to fit a dataset of size $D$ also scales as a power law.
模型参数数量与数据量之间也存在幂律关系，这是缩放定律的核心概念之一。初学者常孤立地考虑模型大小或数据量，而忽视它们之间的相互依赖关系。理解这一关系有助于更有效地分配计算资源。
10 Matching Annotations
- Last 7 days
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lilianweng.github.io lilianweng.github.io
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- Apr 2022
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www.researchgate.net www.researchgate.net
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Melton, J., & Sinclair, R. (2021). COVID-19 Infection Rates Are Related to Population Rates of Vaccination: A Response to Subramanian and Kumar.
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- Jul 2021
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psyarxiv.com psyarxiv.com
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Leising, D., Grenke, O., & Cramer, M. (2021). Visual Argument Structure Tool (VAST). PsyArXiv. https://doi.org/10.31234/osf.io/dvfq7
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- Jun 2020
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psyarxiv.com psyarxiv.com
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Brik, A. B. (2020). COVID 19 FAMILY LIFE STUDY [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/gcqhp
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- May 2020
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github.com github.com
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The diagram was generated with rails-erd
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github.com github.com
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Domain Model
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ai.googleblog.com ai.googleblog.com
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Tsitsulin, A. & Perozzi B. Understanding the Shape of Large-Scale Data. (2020 May 05). Google AI Blog. http://ai.googleblog.com/2020/05/understanding-shape-of-large-scale-data.html
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agilitycms.com agilitycms.com
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Easily create one-to-one and one-to-many relationships between content items.
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URL
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- Aug 2017
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analytics.jiscinvolve.org analytics.jiscinvolve.org
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This has much in common with a customer relationship management system and facilitates the workflow around interventions as well as various visualisations. It’s unclear how the at risk metric is calculated but a more sophisticated predictive analytics engine might help in this regard.
Have yet to notice much discussion of the relationships between SIS (Student Information Systems), CRM (Customer Relationship Management), ERP (Enterprise Resource Planning), and LMS (Learning Management Systems).
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