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星期三

  1. Lilian Weng:Lil'Log

    面向好奇者的深度学习概览:从 AlphaGo 到 CNN 与 RNN

    Lilian Weng 在 WiMLDS x Fintech meetup 演讲整理的文章中,以 2016 年 AlphaGo 以 1-4 击败九段李世石为引,解释深度学习为何在当下兴起:数据量大幅增长与算力显著提升,使深层神经网络能自动学习复杂非线性特征。文章随后介绍了 CNN(受视觉皮层 V1/V2/V4 启发,含 Residual Net)与 RNN 两类经典模型及其在语音识别、机器翻译等任务中的应用。

    open source toolkits and libraries for building deep learning models. Tensorflow is fairly new but has attracted a lot of popularity. It turns out, TensorFlow was the most forked Github project of 2015. All that happened in a period of 2 months after its release in Nov 2015. If you are very new to the field and willing to devote some time to studying deep learning in a more systematic way, I would recommend you to start with the book Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Cou

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