Introduction
Explore how ResNet architecture overcomes degradation issues in deep neural networks, enabling improved model performance by using residual learning. Understand the challenges deep learning faces, such as overfitting and training time, and how ResNet innovates to build more effective CNNs for image recognition.
We'll cover the following...
We'll cover the following...
In this section of the course you will be building ResNet, the winner of the 2015 ImageNet Challenge and one of the major innovations in deep learning. Specifically, you'll recreate Version 2 of ResNet, which switches the ordering of certain layers from Version 1 for better performance.
A. Deep learning obstacles
While deep learning can be a great tool for solving modern day problems, there are still obstacles to overcome ...