Keras ImageDataGenerator for Image Augmentation - MLK - Machine Learning Knowledge

What is data augmentation? | IBM

Data augmentation - Data-Centric Visual AI Video Tutorial | LinkedIn Learning, formerly Lynda.com

Image Classification in Machine Learning [Intro Tutorial]

Data augmentation: Techniques, Benefits and Applications | Analytics Steps

Image Classification with Deep Learning

AI vs. Machine Learning vs. Deep Learning vs. Neural Networks | IBM

AI • Machine Learning • Tech on Instagram: "AlexNet, introduced by Alex Krizhevsky and colleagues in 2012, was one of the first deep convolutional neural networks (CNNs) to achieve breakthrough performance on large-scale image recognition tasks, such as the ImageNet competition. To prevent overfitting—a common problem where a model learns training data too specifically and performs poorly on new data—AlexNet used several key techniques. One major method was dropout, which randomly “turns off” so