Designing ResNet50 in PyTorch

Table of contentsIntroductionUnderstanding ResNet
i. Key contributions
ii. ResNet verisonsKey componentsPrerequisitesImplementationConclusionIntroduction

As the number of layers increase in a CNN architecture, the more chances of exploding gradient problem and degradation in performance. In order to avoid this, the residual network was introduced in a research paper published by the Microsoft Research team.

The dataset used in this implementation is the Apple Leaf Disease Dataset from K...