Google's Tensor Processing Units (TPUs) are integrated circuits specifically built to accelerate and scale up machine learning workloads. They can perform fast distributed matrix multiplications therefore be repurposed for other computationally intensive tasks. In this work we demonstrate the use of TPUs accelerating scaling density renormalization group (DMRG), a powerful numerical approach co...