This was true until fairly recently, but breakthroughs in transfer learning have dramatically improved the situation. Now, for example, image classifiers can ge

This was true until fairly recently, but breakthroughs in transfer learning have dramatically improved the situation. Now, for example, image classifiers can get pretty good accuracy with just a few dozen images per category.