Google's AI course for beginners is condensed into 10 minutes, covering essential concepts of AI, machine learning, deep learning, and generative models. It explains the differences between supervised and unsupervised learning, introduces large language models, and highlights their applications in various fields, emphasizing the importance of fine-tuning for specific tasks.