EC2 instances have different specializations

Instance types are grouped under instance families. These include general purpose, compute optimized. memory optimized and others.

General purpose are a good starting point.

Compute optimized are good for machine learning (a compute intensive task). Gaming servers also would benefit from compute optimized EC2 instances, as would high performance computing and scientific applications.