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Demystifying the Lottery Ticket Hypothesis in Deep Learning
March 3, 2022, 9:25 a.m. | David Yastremsky
Towards Data Science - Medium towardsdatascience.com
Why lottery tickets are the next big thing in training neural networks
Training neural networks is expensive. OpenAI’s GPT-3 has been calculated to have a training cost of $4.6M using the lowest-cost cloud GPU on the market. It’s no wonder that Frankle and Carbin’s 2019 Lottery Ticket Hypothesis started a gold rush in research, with attention from top academic minds and tech giants like Facebook and Microsoft. In the paper, they prove the existence of winning (lottery) tickets: subnetworks …
ai data science deep learning hypothesis learning lottery ticket hypothesis machine learning programming
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