Why AI Models Forget, the case of Catastrophic Forgetting

A few months ago, I was training a Convolutional Neural Network to identify different foods from pictures using a massive dataset I found on Kaggle. The dataset was so big that I decided to train it in parts. First, I chose ten food categories: pizza...