Convolutional Layer

An excellent overview paper on Deep Learning was published in the Nature. Theauthors, Yann LeCun, Yoshua Bengio, and Geoffrey Hinton, are pioneers and leading scientistsin Deep Learning field. Yann LeCun, Yoshua Bengio, and Geoffrey Hinton. “Deep learning.”, Nature 521.7553, 436-444. (2015)You can access the paper throughhttp://www.nature.com/nature/journal/v521/n7553/full/nature14539.htmlRead the paper and answer the following questions. Do not just write down (copy and paste) the contents of the paper. You should write in your own understanding.You can focus on sections of “Convolutional neural networks” and “Image understanding withdeep convolutional networks”.1. What is the role of Convolutional layer?2. Why do we need more than one filer?3. What is the role of pooling layer?4. How local combinations of edges, motifs, parts, objects are related in a hierarchy offeatures?5. What are major successful application areas of CNN?6. Why CNN is so successful?

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