Shreya has a Master's from Carnegie Mellon University, where her research focused on federated learning. At present, she is a Software Developer at AWS Annapurna Labs, where she builds tools for profiling and analyzing deep learning models to help scale workloads on Trainium and Inferentia. Her work bridges framework, runtime, and hardware layers to give ML engineers deep visibility into performance bottlenecks.