Generally, we talk about transfer learning when software is able to use solutions found for one complex issue to solve another similar, simpler problem. This method is thus a first step towards artificial intelligence.
For example, in dealing with visual recognition using AI, AI that has learned to recognize a dog (four paws, two ears, etc.) can use this knowledge to recognize a cat (four paws, two ears, etc., but with a different shape).
