Transfer Learning

The concept of transfer learning lies in imparting knowledge learned for performing a task to another task that is different but similar. How is Transfer Learning Useful to Me? In the context of humans, transfer learning is crucial to our lives. Let us use the CIFAR-10 dataset that contains 10 categories of images -- airplane, automobile, bird, cat, deer, dog, frog, horse, ship and truck. Our task of interest is to classify every image to its corresponding category.