Google Compute Engine provides users with the ability to utilize high-performance cloud GPUs that can be integrated with virtual machines, catering to demanding workloads. These Cloud GPUs are particularly well-suited for applications such as machine learning, video rendering, 3D modeling, and scientific simulations, delivering the necessary computational power for intensive tasks. Google offers a selection of GPU models, including NVIDIA Tesla K80s, P4s, T4s, and V100s, allowing users to select the best option for their individual performance requirements. New users are welcomed with $300 in free credits, which they can use to experiment with Cloud GPU capabilities across various GPU-accelerated applications, facilitating enhanced performance and quicker results.