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Terraform Azure ML Workspaces: Ditch the Portal, Provision Like a Pro

Data scientists, rejoice—or at least stop rage-scrolling the Azure portal. This Terraform blueprint builds your entire ML workspace without the usual dependency hell.

Aisha Patel Apr 03, 2026 3 min read 4 views
Terraform code deploying Azure ML workspace with dependencies and compute

⚡ Key Takeaways

  • Terraform auto-handles Azure ML's four dependencies—no portal drudgery.
  • Compute instances per user, clusters scale to zero: Cost control king.
  • Custom ML demands IaC; portals are for amateurs.
Aisha Patel
Written by

Aisha Patel

Former ML engineer turned writer. Covers computer vision and robotics with a practitioner perspective.

#Azure Compute #Azure Dependencies #Azure ML Workspace #ML Compute Clusters #Machine Learning Infrastructure #Terraform IaC

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