Introduction to the Basics of CNNs
Explore the fundamentals of convolutional neural networks for image classification. Understand operations like 2D convolution, padding, stride, and pooling types. Gain hands-on skills with Python and PyTorch to create CNN layers and visualize feature maps, building a strong foundation for deep learning models.
We'll cover the following...
We'll cover the following...
Chapter review
Image classification is one of the main tasks in the computer vision field. Most image classification architectures consist of convolutional layers besides fully connected ones. Therefore, it is essential to understand the logic behind convolution, how to apply it, and what to ...