Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform serverless training (custom training)
The closest AWS equivalent of Google Cloud Agent Platform serverless training (custom training) is SageMaker AI training jobs; on Azure, Azure ML compute clusters & serverless compute.
About Agent Platform serverless training (custom training)
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Run your own training code in containers on managed CPU, GPU, or TPU workers, billed for the job's duration. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Managed training jobs | SageMaker AI training jobs | Direct match | Azure ML compute clusters & serverless compute |
Managed training jobs Direct match
SageMaker training jobs map to Agent Platform serverless (custom) training, which runs your container or prebuilt framework container on managed CPU, GPU, or TPU workers.
- TPUs are an option for training jobs in addition to NVIDIA GPUs.
- Distributed training uses worker pools you define (chief, workers, parameter servers, reduction servers).