ml-training-images

name	ml-training-images
description	Use Azure ML / DSVM / NGC images for ready-to-run training stacks

Ml Training Images

When to use this skill

• Distributed training, fast time-to-first-loss

Key concepts

• Data Science Virtual Machine (DSVM) — preinstalled frameworks, drivers, conda envs.
• NGC marketplace images — NVIDIA-curated TensorFlow/PyTorch containers.
• Azure ML compute clusters abstract VMSS for training jobs.
• Container approach (PyTorch + DeepSpeed image) often beats VM-level installs.

Common pitfalls

• Pinning DSVM image and never updating — drivers age out vs CUDA toolkit needs.

References

• Microsoft Learn: search for "Ml Training Images Azure VM" on https://learn.microsoft.com

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Validation-first: verify every Azure fact against the Microsoft Learn MCP server (cite the Learn URL); Learn overrides built-in knowledge. If no Learn MCP server is configured, flag the answer ⚠️ unverified and mark specs as indicative. Analysis only — verify against Microsoft documentation before applying.