3,349 questions with Azure Machine Learning tags

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1 answer One of the answers was accepted by the question author.

Is Azure Prompt Flow suggested to use in 2025?

Hello, I couldn't find many resources online for azure prompt flow and its uses. Is it still a suggested tool to use in 2025? I have concerns about deployment and production use. Q - Are there any alternatives available as well which might be better than…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-11T12:21:17.88+00:00
Deril Raju 40 Reputation points
accepted 2025-06-17T13:13:32.02+00:00
Deril Raju 40 Reputation points
2 answers One of the answers was accepted by the question author.

I'm suddenly getting a 400 error when validating a component spec in Azure ML that worked before—any idea what might have changed or how to troubleshoot it?

Getting this error in my workspaces when I try to register a component earlier it was working perfectly I even tried registering components that are given as examples in the azure ml examples repository it also getting the same error. Any idea how to…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-11T09:30:49.58+00:00
Nikhil Pothineni 55 Reputation points
commented 2025-06-16T22:20:50.81+00:00
Bosco Chiu (BOSCO CHIU) 5 Reputation points Microsoft Employee
0 answers

Several active trains in 1 model

I am developing a PVA chatbot where I can input a file (for example, Math Book for 4th grade). This file is used as training materials for the Azure OpenAI model, and then I can receive generated questions based on the file's data to test my knowledge.…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
Azure OpenAI Service
Azure OpenAI Service
An Azure service that provides access to OpenAI’s GPT-3 models with enterprise capabilities.
4,124 questions
Azure AI services
Azure AI services
A group of Azure services, SDKs, and APIs designed to make apps more intelligent, engaging, and discoverable.
3,677 questions
asked 2023-09-07T08:20:19.4866667+00:00
Nikita Chernevskiy 0 Reputation points
commented 2025-06-16T14:26:01.97+00:00
Nikita Chernevskiy 0 Reputation points
2 answers

Can not set instance count when using Batch Endpoint. (From job)

Describe your suggestion https://learn.microsoft.com/en-us/azure/machine-learning/how-to-use-batch-pipeline-from-job?view=azureml-api-2&tabs=cli I have a Pipeline job with 2 steps. The first step is configured with 2 instance counts. However, when I…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-05T09:47:22.7133333+00:00
Hongbo Jiao (CSI Interfusion Inc) 0 Reputation points Microsoft External Staff
edited an answer 2025-06-12T21:42:00.1333333+00:00
YukiMi-3210 80 Reputation points Moderator
1 answer One of the answers was accepted by the question author.

Job Upload Issues in Azure with Python Code in R-Studio

Experiencing an issue when uploading jobs to Azure using Python code in R-Studio. The following error message is received: Unable to retrieve SaS Urls for project download. Snapshot data appears to be invalid. Tip: Please resubmit the job with a new code…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-10T08:06:59.05+00:00
Henrik Sejersen 20 Reputation points
accepted 2025-06-12T13:10:37.31+00:00
Henrik Sejersen 20 Reputation points
2 answers

Notebook is not available, when choose "Allow Only Approved Outbound" option.

I created an Azure Machine Learning workspace, disabled public access, and set the outbound policy to "Allow Only Approved Outbound". Then I was unable to open notebooks in the ML workspace. Even I added a FQDN, it is still failed.

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-05-24T14:29:44.6666667+00:00
Lai Yin Bo (NCS) 0 Reputation points
answered 2025-06-12T08:12:23.89+00:00
Ivan Bok 0 Reputation points Microsoft Employee
3 answers One of the answers was accepted by the question author.

ML Studio jobs failing to start with ServiceError: InternalServerError and not other logs

I'm trying to submit a job to Azure ML Studio but when I do the job gets stuck in the "Preparing" state for about 4 hours then fails with error message "ServiceError: InternalServerError". Some other details: The environment…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-06T18:31:37.12+00:00
Henry 20 Reputation points
accepted 2025-06-12T02:20:14.2933333+00:00
Henry 20 Reputation points
2 answers

Why do I always get this error when I submit a batch scoring job in Azure ML? ValueError: Invalid input data type to parse. Expected: <class 'dict'> but got <class 'azureml_common.parallel_run.mini_batch.MiniBatch'>

I keep getting this error when I try running a batch scoring job in Azure ML: ValueError: Invalid input data type to parse. Expected: <class 'dict'> but got <class 'azureml_common.parallel_run.mini_batch.MiniBatch'> It's strange because I…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-05T14:26:42.6133333+00:00
Adam Goldammer 25 Reputation points
commented 2025-06-11T16:59:01.8033333+00:00
Manas Mohanty 6,530 Reputation points Microsoft External Staff Moderator
1 answer

Azure ML Studio Batch Endpoint issue: Access to this resource is denied. Please check your ACL rules on the resource.

I'm attempting to invoke a batch endpoint in Azure Machine Learning Studio that is deployed within a private virtual network. I've tried accessing the endpoint using both the Python SDK and direct REST API calls from a virtual machine that resides within…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-04T13:42:11.3566667+00:00
Ajay Shyamsundar 10 Reputation points
commented 2025-06-10T20:45:17.66+00:00
Ravada Shivaprasad 550 Reputation points Microsoft External Staff Moderator
1 answer

What subscription is needed for llama3 with az ml?

I tried to run the command: az ml serverless-endpoint create -f ~/tmp/my-config-file.yml -g MyResourceGroup --workspace-name my-workspace where ~/tmp/my-config-file.yml contained this: name: my-model-name model_id:…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-09T20:17:19.9466667+00:00
Zach Howell 0 Reputation points
edited an answer 2025-06-10T18:47:14.2166667+00:00
Zach Howell 0 Reputation points
3 answers One of the answers was accepted by the question author.

Is it possible to scale to zero instances an azure ml online endpoint ?

I'm creating an online inference endpoint and I want to cut costs when there are no calls to it. I followed this tutorial…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-05T11:04:36.95+00:00
Dragos Toma 60 Reputation points
accepted 2025-06-10T07:39:41.88+00:00
Dragos Toma 60 Reputation points
2 answers

What should be the format for input-data while Testing the endpoints of deployed Prophet Time-series model in Azure-ML?

I have trained and deployed a FbProphet Time-series model using Mlflow in the Azure-ML . The model was properly registered and logged with all the required entities. I was able to deploy the model in Azure-ML and generate the endpoints. My training…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2023-03-23T04:00:37.8066667+00:00
SP 5 Reputation points
edited an answer 2025-06-09T13:48:28.3333333+00:00
Manoj Kaleeshvaran 0 Reputation points
2 answers

Azure AutoML Batch Inference: Save Predictions in Original Input File Format

I have trained and registered a price prediction model using Azure AutoML (via the drag-and-drop Designer interface). My test file (stored in Azure Blob Storage) has the exact same schema and column order as the training data, except that it is missing…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-02T11:41:16.4666667+00:00
Kushagra Gupta 0 Reputation points
commented 2025-06-09T03:43:57.0733333+00:00
JAYA SHANKAR G S 4,035 Reputation points Microsoft External Staff Moderator
1 answer One of the answers was accepted by the question author.

How to load multiple registered models under one scoring script?

Issue with Loading Multiple Models from a Registered ZIP Artifact in Azure ML Studio I registered a single model artifact (ml_bundle.zip) in Azure Machine Learning Studio that contains four separate model files: ml_bundle.zip/ ├── model1.pkl ├──…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-04T23:40:05.7633333+00:00
akshay bhat 20 Reputation points
accepted 2025-06-08T11:30:34.1133333+00:00
akshay bhat 20 Reputation points
1 answer One of the answers was accepted by the question author.

Why do I get the following error when I attempt to deploy my batch endpoint in Azure ML: "could not find datastore azureml"

I very frequently get the following error when I attempt to deploy a batch endpoint: "could not find datastore azureml." I am using Auto ML in Azure Machine Learning Studio. It doesn't happen all the time but it does happen frequently. I…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-03T17:34:41.68+00:00
Adam Goldammer 25 Reputation points
commented 2025-06-06T12:08:14.02+00:00
Amira Bedhiafi 34,731 Reputation points Volunteer Moderator
2 answers One of the answers was accepted by the question author.

How to install dependencies to build wheel for a python package using pyproject.toml?

I've a conda.yaml file with which I've created a custom environment. Now to run my repo for training, I've to 'pip install -e .' because I've a pyproject.toml file contains all the necessary dependencies to run this repo. But when I want to run a…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-04T10:59:55.96+00:00
Derick John 40 Reputation points
accepted 2025-06-06T02:07:52.9066667+00:00
Derick John 40 Reputation points
1 answer One of the answers was accepted by the question author.

Resolving UserError: Can only star expand struct data types in Azure ML Monitoring CLI

I'm encountering a persistent UserError: Can only star expand struct data types. Attribute: `ArrayBuffer(value)`. when attempting to utilize the Azure Machine Learning monitoring CLI. The request to the deployed inference server reads as: $uri =…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-06-02T10:02:29.2366667+00:00
cynicdog 30 Reputation points
accepted 2025-06-06T00:17:50.19+00:00
cynicdog 30 Reputation points
1 answer

Prompt flow deployment of endpoint failed Registering flow as model for deployment

I've created a Prompt Flow in Azure AI Studio, and when I go to deploy it, the Machine Learning online endpoint successfully deploys, but then I get an error that "Registering flow as model for deployment" failed. Nothing else gets deployed…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
Azure AI services
Azure AI services
A group of Azure services, SDKs, and APIs designed to make apps more intelligent, engaging, and discoverable.
3,677 questions
asked 2024-09-19T20:02:44.15+00:00
Jason McReynolds 25 Reputation points
commented 2025-06-05T17:31:06.63+00:00
Dinesh Goyal 0 Reputation points Microsoft Employee
1 answer

Unable to Invoke Azure Machine Learning Batch Endpoint Due to Access Denied Error

MlException: Access to this resource is denied. Please check your ACL rules on the resource. I am trying to invoke azure machine learning batch endpoints.I am able to invoke one pipeline but can't invoke another pipeline. I am getting Access Denied…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2025-05-26T13:14:36.8133333+00:00
Prudhvi Munjeti 0 Reputation points
commented 2025-06-05T15:38:51.5833333+00:00
kothapally Snigdha 3,020 Reputation points Microsoft External Staff Moderator
1 answer One of the answers was accepted by the question author.

Does Azure ML runtime on compute cluster takes longer than compute instance with same specifications?

Hi, I have a problem with the runtime of my Azure ML jobs. When I use a stronger configuration for a compute cluster than for a compute instance, than it takes way more time until the job finishes, when I compare it to the runtime with a compute…

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
3,349 questions
asked 2024-03-04T08:42:32.78+00:00
Yannic V 20 Reputation points
commented 2025-06-05T03:32:50.7133333+00:00