AWS AI/ML services overview
AWS provides a very broad set of AI/ML services, right from specialized infrastructure and ML frameworks that allow ML engineers to custom train their ML models and deploy them on custom hardware. This includes ML frameworks such as PyTorch, TensorFlow, and Apache MXNet. ML infrastructure often requires plenty of CPU and GPU power. AWS provides many types of Amazon Elastic Compute Cloud (Amazon EC2) instances such as the P3 and Trn1 instances that are suitable for ML training. AWS also provides ML accelerators such as AWS Trainium for DL training and AWS Inferentia for high-performance ML inferences.
The next layer of services revolves around ML. AWS ML services are created specifically keeping in mind many of the barriers to ML adoption. In order to democratize ML, it is essential to have different services geared toward different personas in the organization. For the same reason, AWS has created ML services that can help multiple personas, even those...