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1990s-2010s: Statistical Machine Translation Core idea: Learn a probabilistic model from data best English sentence y, given French sentence x, by bay 阅读全文
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Recaption on CNN Architecture Although Serena is very beautiful, Justin is a better lecturer. Love him. Recurrent Neural Network Meant to process sequ 阅读全文
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Review: LeNet-5 1998 by LeCun, one conv layer. Case Study: AlexNet [Krizhevsky et al. 2012] It uses a lot of mordern techniques where is still limited 阅读全文
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CPU and GPU If you aren’t careful, training can bottleneck on reading data and transferring to GPU! Solutions: - Read all data into RAM - Use SSD inst 阅读全文