Using knowledge gained from training on one task to improve performance on a different but related task. Like a chef who learned French cuisine using those knife skills to quickly learn Japanese cooking.
A model trained to recognize cats and dogs can be fine-tuned with transfer learning to identify specific dog breeds, requiring far less training data.