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Building Advanced Deep Learning and NLP Projects

Assignments and Supplemental Reading Materials

Explore supplemental reading materials and complete practical assignments to enhance your understanding of convolutional neural networks. This lesson helps you refine a COVID-19 detection system using X-rays, train CNNs on various image datasets, and solidify your grasp of advanced image classification concepts.

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Now that you have built a project and completed the quiz, you are ready to move to the next step: exploring some extra supplemental materials and completing the assignments to gain a better understanding of the topics we discussed.

Supplemental reading materials

  1. Gradient-Based Learning Applied to Document Recognition by Yann LeCun and others. LeCun is considered as one of the founding fathers of the field of Convolutional Neural Networks, and he was the first person to head the Facebook AI Research organization in New York.

  2. Understanding Convolutional Neural ...