Successful training of convolutional neural networks (CNNs) requires a substantial amount of data. With small datasets. networks generalize poorly. Data Augmentation techniques improve the generalizability of neural networks by using existing training data more effectively. https://jalyttlers.shop/product-category/shelf-unit/