TPUs vs. GPUs: What They Are, How They Differ, and Which Workloads Belong on Each

If you've worked with machine learning on Google Cloud, you've hit the choice: GPU instance or TPU? Most teams default to GPU because that's what they already know. But as inference costs climb and TPU tooling matures, it's worth understanding what each chip actually does and when one outperforms th