3,703 questions with Azure Machine Learning tags

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Azure ML Online Deployment Stuck in Deleting state

I have an Azure ML Online Endpoint Deployment stuck in "Deleting". It has been stuck for multiple hours and is blocking our deployment pipeline. After a while the delete operation timed out and I tried to delete again and it is now stuck…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-14T19:25:56.39+00:00
Phillip Stenger 5 Reputation points
commented 2026-08-16T12:57:48.23+00:00
Phillip Stenger 5 Reputation points
2 answers

ML Workspace 401 pulling model/environment from ML Registry

I am trying to deploy an online endpoint using a model/environment from an ML Registry. The deployment is failing and in the logs I am seeing 401 errors. The online endpoint is using a user assigned id which I have verified has AzureML Registry User…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-14T13:41:52.6466667+00:00
Phillip Stenger 5 Reputation points
commented 2026-08-16T12:57:18.56+00:00
Phillip Stenger 5 Reputation points
0 answers

Data Drift feature histogram chart shows wrong values against category labels for categorical features (label/value order mismatch)

For a categorical feature monitored under a Data Drift signal (Population Stability Index metric, tabular classification model), I compared the raw histogram JSON output (from…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-12T07:28:32.81+00:00
Ashutosh Singh 0 Reputation points
commented 2026-08-15T02:28:55.8133333+00:00
Sina Salam 31,296 Reputation points Volunteer Moderator
2 answers One of the answers was accepted by the question author.

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-30T19:28:45.19+00:00
Laurenz Merth 20 Reputation points
accepted 2026-08-14T06:21:24.0533333+00:00
Laurenz Merth 20 Reputation points
0 answers

Data Quality signal's "Violations over time" chart stays empty despite multiple completed monitor runs

I've set up an Azure ML model monitor (via the Python SDK, MonitorSchedule/MonitorDefinition) for a binary classification model deployed to an online endpoint, with three signals configured: data_drift_signal, data_quality_signal, and…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-12T07:26:48.2633333+00:00
Ashutosh Singh 0 Reputation points
commented 2026-08-12T09:58:36.56+00:00
Pavan Kumar Purilla 90 Reputation points Microsoft External Staff Moderator
3 answers One of the answers was accepted by the question author.

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-16T23:56:32.82+00:00
rain purple 340 Reputation points
accepted 2026-08-12T08:28:48.65+00:00
rain purple 340 Reputation points
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-27T10:05:46.9833333+00:00
Hanh Trinh 91 Reputation points
commented 2026-08-11T07:17:30.82+00:00
Ajay Rathod 260 Reputation points Microsoft External Staff Moderator
1 answer One of the answers was accepted by the question author.

Azure Machine Learning Pipeline job failing during MLflow model logging on custom Docker environment

I am running an Azure ML v2 CLI pipeline job utilizing a custom curated environment built from Docker file base mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04. The compute cluster uses Standard_NC6s_v3 instances. When the training script reaches…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-10T21:55:28.43+00:00
Lac Oha 20 Reputation points
accepted 2026-08-10T22:00:06.64+00:00
Lac Oha 20 Reputation points
2 answers One of the answers was accepted by the question author.

Using newer versions of python packages with Azure ML Batch Inference

I'm currently serving a scikit-learn style mlflow model using batch inference. I create the deployment using the python sdk azure.ai.ml.entities ModelBatchDeployment Based on the instructions linked, the environment associated with the mlflow model…

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-04-10T18:13:31.2233333+00:00
Spackman, William 20 Reputation points
accepted 2026-08-10T16:06:41.71+00:00
Spackman, William 20 Reputation points
0 answers

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-06T21:45:59.2166667+00:00
Mustapha Yussif 5 Reputation points Microsoft Employee
commented 2026-08-06T23:03:38.05+00:00
Manish Deshpande 7,895 Reputation points Microsoft External Staff Moderator
0 answers

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-06T08:52:42.71+00:00
Claudiu Decean 0 Reputation points Microsoft Employee
commented 2026-08-06T09:20:17.1933333+00:00
Thanmayi Godithi 11,565 Reputation points Microsoft External Staff Moderator
1 answer One of the answers was accepted by the question author.

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-04T18:51:24.14+00:00
Avery Jordan 20 Reputation points
accepted 2026-08-06T00:29:19.7266667+00:00
Avery Jordan 20 Reputation points
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2023-12-11T07:37:22.9066667+00:00
Garakhan Talibov 0 Reputation points
edited a comment 2026-08-05T07:18:31.0533333+00:00
Andrei Ushakov 0 Reputation points
2 answers

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-06-30T11:53:00.76+00:00
Antonieta Pinto Rebelo 0 Reputation points
answered 2026-08-05T05:59:54.2966667+00:00
Sridevi Machavarapu 33,740 Reputation points Microsoft External Staff Moderator
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-24T08:08:50.9833333+00:00
Isidro TTW 5 Reputation points
edited the question 2026-08-04T17:18:01.15+00:00
Suchitra Suregaunkar 16,620 Reputation points Microsoft External Staff Moderator
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-08-03T17:14:37.31+00:00
Gabe Mangiante 0 Reputation points
answered 2026-08-03T18:45:15.1033333+00:00
Manish Deshpande 7,895 Reputation points Microsoft External Staff Moderator
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-29T07:27:14.14+00:00
Nidhi Priya 661 Reputation points
answered 2026-08-02T05:29:30.8+00:00
Sridevi Machavarapu 33,740 Reputation points Microsoft External Staff Moderator
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2024-06-28T09:58:21.4833333+00:00
Linus Östlund 25 Reputation points
commented 2026-07-30T06:56:30.59+00:00
Cyrille Konzeu 0 Reputation points
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-27T19:04:47.5666667+00:00
Anand Kumar 0 Reputation points
edited a comment 2026-07-29T16:54:44.7633333+00:00
Anand Kumar 0 Reputation points
1 answer

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
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,703 questions
asked 2026-07-29T07:31:42.41+00:00
Nidhi Priya 661 Reputation points
answered 2026-07-29T07:32:15.84+00:00

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