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@@ -34,7 +34,7 @@ I would continue adding papers to this roadmap.
 
 **[3]** Hinton, Geoffrey E., and Ruslan R. Salakhutdinov. "**Reducing the dimensionality of data with neural networks**." Science 313.5786 (2006): 504-507. [[pdf]](http://www.cs.toronto.edu/~hinton/science.pdf) **(Milestone, Show the promise of deep learning)** :star::star::star:
 
-## 1.3 ImageNet Evolution（Deep Learning broke out from here）
+## 1.3 ImageNet Evolution(Deep Learning broke out from here)
 
 **[4]** Krizhevsky, Alex, Ilya Sutskever, and Geoffrey E. Hinton. "**Imagenet classification with deep convolutional neural networks**." Advances in neural information processing systems. 2012. [[pdf]](http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf) **(AlexNet, Deep Learning Breakthrough)** :star::star::star::star::star: