Google's AI course for beginners simplifies complex concepts into practical insights about artificial intelligence, machine learning, and deep learning. It distinguishes between supervised and unsupervised learning, explains generative AI, and highlights large language models. The course is accessible for non-technical individuals, providing foundational knowledge and practical applications in various fields.