Google's Tensor Processing Units (TPUs) are custom-designed ASICs that offer high performance and efficiency for machine learning workloads, particularly within Google Cloud, powering services like Google Search and AlphaGo. They are optimized for matrix operations, crucial for neural networks, and provide scalability and energy efficiency.