Turing Machines have inspired the development of AI systems that can evolve and improve over time, similar to the processes of evolution and randomness found in nature. Self-training architectures, influenced by Turing Machines, allow AI systems to constantly adapt and enhance their capabilities based on a continuous influx of information.