Hands-on Machine Learning with Python: Implement Neural Network Solutions with Scikit-learn and PyTorch

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

A. Pajankar, A. JoshiHands-on Machine Learning with Pythonhttps://doi.org/10.1007/978-1-4842-7921-2_14

14. Convolutional Neural Networks

Ashwin Pajankar¹   and Aditya Joshi²

(1)

Nashik, Maharashtra, India

(2)

Haldwani, Uttarakhand, India

 

A convolutional neural network (CNN) is a feedforward neural network with layers for specialized functions for applying filter to the input image by sliding a filter across small sections of the image to produce an activation map. Recall that regular feedforward networks are made up of individual computation units or neurons, and the training process requires backpropagation to learn their weights and biases. Each computation ...