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The widespread usage of practical voice recognition, machine translation, autonomous vehicles, and home robotics are just a few notable applications of AI technology. There have been significant algorithms, such as the checkers game solution. Additionally, there has been a lot of theoretical advancement, notably in fields like computer vision, machine learning, and probabilistic reasoning. The most crucial from our point of view is the ongoing evolution of how we approach the subject and, consequently, how we set up the book.