ML platform (SageMaker AI ↔ Azure ML) · AWS vs Google Cloud
SageMaker AI training jobs vs Agent Platform serverless training (custom training)
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.
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| Service | SageMaker AI training jobs | Agent Platform serverless training (custom training) |
| Lifecycle | Generally available | Generally available |
| What it is | Managed, ephemeral training clusters with built-in algorithms or your own containers and frameworks. Billed per instance-second. | Run your own training code in containers on managed CPU, GPU, or TPU workers, billed for the job's duration. |
| Pricing model | Per-second billing for training instances (Spot discounts available). | Billed per node-hour for the machine type and accelerators you choose, plus storage. Prices vary by region. |
| Docs | SageMaker AI training jobs docs | Agent Platform serverless training (custom training) docs |
| Pricing page | SageMaker AI training jobs pricing | Agent Platform serverless training (custom training) pricing |
Key differences
- 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).
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Per-second billing for training instances (Spot discounts available). SageMaker AI training jobs pricing →
- GCP
- Billed per node-hour for the machine type and accelerators you choose, plus storage. Prices vary by region. Agent Platform serverless training (custom training) pricing →
And on Azure?
Direct match Azure's equivalent is Azure ML compute clusters & serverless compute. AWS vs Azure comparison →
FAQ
What is the Google Cloud equivalent of SageMaker AI training jobs?
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.
How does pricing compare between SageMaker AI training jobs and Agent Platform serverless training (custom training)?
AWS: Per-second billing for training instances (Spot discounts available). Google Cloud: Billed per node-hour for the machine type and accelerators you choose, plus storage. Prices vary by region. Check the official pricing pages for current rates.
What is the Azure equivalent?
Azure ML compute clusters & serverless compute (direct match). SageMaker AI training jobs map to Azure Machine Learning command/sweep jobs on compute clusters or serverless compute.