AI-Assisted Programming for Web and Machine Learning

15

Building a CNN Model for CIFAR-10 with ChatGPT

Introduction

Having explored the depths of the Multi-Layer Perceptron (MLP) in our previous chapter with the Fashion-MNIST dataset, we now pivot to a more intricate and visually complex challenge. This chapter marks our transition from the primarily tabular, grayscale world of Fashion-MNIST to the colorful and diverse realm of the CIFAR-10 dataset. Here, we elevate our focus to Convolutional Neural Networks (CNNs), a class of deep neural networks that are revolutionizing the way we approach image classification tasks.

Our journey through the MLP chapter provided a strong foundation for understanding the basics of neural networks and their application in classifying simpler, grayscale images. ...