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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
The inputs of the final layer are n-dimensional high-level feature vectors representing the data. The layer performs two operations: 1. a linear transformation of the input, 2. conversion of the learned features into prediction probabilities.