AWS Trainium and Inferentia are series of high-performance, purpose-built machine learning accelerators designed by Amazon Web Services. Trainium is specifically optimized for training large-scale deep learning models, while Inferentia is designed to provide high-throughput, low-latency inference for deployed models. Both products are part of Amazon's strategy to provide cost-effective alternatives to general-purpose GPUs in the cloud.