The recognition of the pattern is done by the machine learning. That is the core concept of machine learning.

For the interpretation you need to use your domain knowledge. Machine learning together with knowledge in the domain analyzed can be a very powerful combination. What we see with ChatGPT and other LLMs is kind of doing the opposite by detaching the algorithm from any specific knowledge.