An Azure machine learning service for building and deploying models.
Orphaned Azure ML jobs
I've just noticed that, in one of our Azure ML workspaces, we have about 20 jobs listed in Running status for over 60 days. They clearly aren't actually running - they're not using any compute resources, so I think this is really just a nuisance, but -…
Azure Machine Learning
Unable to change Azure ML system datastore authentication from AccountKey to Identity for UAI-only workspace
We have an existing Azure Machine Learning workspace created with only a user-assigned managed identity. We need to change its default storage access type from AccountKey to Identity without recreating the workspace. Current configuration Workspace…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Deleted Azure ML job stuck showing "Running" in Jobs list for a month
In Azure Machine Learning Studio, a job in workspace still appears in the Jobs list with status "Running", even though it was deleted about a month ago. Opening the job returns "The job doesn't exist or has been deleted." The record…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
What general purpose VMs are not capacity constrained for azure machine learning managed online endpoints?
My team uses Azure Machine Learning Managed Online Endpoints to serve inferences for a variety of ML workloads. We have always selected our VM SKUs from this list…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Cannot create compute instance with GPU in Azure Machine Learning
I am using Azure Machine Learning to use GPUs. I tried couple of regions - East US, UK South, etc. to create workspaces and then create compute instances with GPU, but no GPU is available. When trying to select GPU I get this warning with available cores…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Azure Managed Application restricted customer access blocks UAMI listKeys despite Microsoft.Storage/storageAccounts/* in deny assignment notActions
Hi Microsoft team, I am testing an Azure Marketplace Managed Application that deploys an Azure Machine Learning workspace, ACR, storage account, Key Vault, user-assigned managed identity, and AML compute cluster inside the managed resource group. I am…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Azure Foundry Model Monitor sometimes presents 2x the requests?
Hi, During Azure AI cost analysis, we noticed sometime Azure Foundry Model Monitor is presenting 2x the request made to Azure AI (API), could this be linked to Azure Content Safety input/output analysis? Azure Foundry Model Monitor - 4,18k: Azure…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
How to establish connection between azure AML workplace and azure Sql MI via private endpoint
I'm looking for method to connect Azure MI from Azure AML via Private Endpoint. Azure AML network setting: allowonly approved outbound Azure MI: NSG allows to connect from Service tag: Azure machine learning to Sql But the connection still fails.
Azure Machine Learning
An Azure machine learning service for building and deploying models.
How do you choose the right model from Azure ML Model Catalog?
Azure ML Model Catalog contains a large number of models (LLMs, vision models, embedding models, speech models, etc.), and I'm finding it difficult to understand how experienced practitioners decide which one to use. What factors should be considered…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Azure Machine Learning: Workspace deletion fails: Internal Server Error (unused workspace, no compute, no locks)
Service: Azure Machine Learning (workspace), Azure CLI Scenario: I created an Azure ML workspace as part of an initial setup. The workspace was never actually used — no compute instances, clusters, or jobs were ever created. I now need to delete it…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Compute instance is full -- can't access Terminal through UI
Hello AzureML! I filled up my compute instance, recieving this error: Provisioning error Operating system disk has run out of disk space. Clear at least 5 GB disk space on OS disk (/dev/sda1/ filesystem mounted on /) through the terminal by removing…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Failed to validate user configuration and data. 1. The data points should have at least 50 rows for a valid regression task with cv 5.
I am learning MLOps and as a first step, I am trying to train a regression model using Auto ML. from azure.ai.ml import automl # configure the classification job regression_job = automl.regression( compute="learning-compute", …
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Network connection issue with private in machine learning workstation: customer DNS and Azure DNS
Hello, support team: There's a feedback with machine learning workstation with network issue, but don't know/understand what happened? sometimes I can use it, sometimes I can't loading, the networking settings is the same with both situation. …
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Can I train models in Azure ML by uploading local files instead of using Azure Blob Storage? What are the limitations?
I'm learning Azure Machine Learning and had a question about data ingestion. Instead of first uploading my dataset to an Azure Blob Storage account (or registering it as a datastore), can I simply upload the dataset directly from my local computer into…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
AI answer
Azure ML: When should I use AutoML vs Model Catalog vs Notebooks?
I'm learning Azure Machine Learning and I'm trying to understand the intended use case for the different ways of building ML solutions. From what I understand: AutoML automates model training. Model Catalog provides pre-trained foundation…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
AI answer
Azure ML Storage Accounts vs Datastores vs Data Assets (URI File, URI Folder, MLTable) – When should each be used?
I'm trying to better understand the relationship between Azure Machine Learning Storage Accounts, Datastores, and Data Assets, and I'm a bit confused about when each should be used. From my understanding: A Storage Account is where the actual data…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
AI answer
Join: Microsoft Azure Q&A Champions Program
The Microsoft Azure Q&A Champions Program recognizes and empowers a global community of internal and external Azure experts who help customers succeed by providing high-quality, trusted answers on Microsoft Q&A. The program scales expert led…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Join: Microsoft Azure Q&A Champions Program
The Microsoft Azure Q&A Champions Program recognizes and empowers a global community of internal and external Azure experts who help customers succeed by providing high-quality, trusted answers on Microsoft Q&A. The program scales expert led…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Azure ML compute cluster nodes provision with outdated Ubuntu node image (kernel 6.8.0-1059-azure) - how to force a newer node image?
I'm running Azure Machine Learning compute clusters (AmlCompute) in West Europe. The nodes provision with an Ubuntu 22.04 host image whose kernel is 6.8.0-1059-azure, built 2026-05-28. A security scan flagged packages on this node image that are fixed…
Azure Machine Learning
An Azure machine learning service for building and deploying models.
Azure Machine Learning Computes should be in a virtual network policy not compliant.
Recently I have seen some compute instances not compliant to the policy of "Azure Machine Learning Computes should be in a virtual network" which puzzled me. These compute instances are created in a workspace with a Managed Virtual Network.…
Azure Machine Learning
An Azure machine learning service for building and deploying models.