any one having issues connecting to their ml workspace studio - eastus2

Question

any one having issues connecting to their ml workspace studio - eastus2

Surya Saka 85

Karnam Venkata Rajeswari 1,655 Reputation points Microsoft External Staff Moderator

2026-03-20T12:55:48.9733333+00:00
Hello Surya Saka,

Welcome to Microsoft Q&A .Thank you for reaching out.

When connection or loading behaviour occurs without detailed error information, a structured validation approach helps narrow down whether the behaviour is related to access scope, browser state, network conditions, or workspace dependencies.

Below are the troubleshooting steps that outline practical checks that commonly help identify and resolve such scenarios.

Region and Access Scope Validation

To determine whether the behaviour is isolated or environment‑specific, the following checks help narrow the scope:

Consider attempting access to an Azure Machine Learning workspace in a different region

Please check whether another user is able to access the same workspace

Validate whether the issue occurs across multiple workspaces or only one

Identity and Role Assignment Checks

Azure Machine Learning Studio access depends on active authentication tokens and correct role assignments. Expired tokens or recently changed permissions can prevent Studio from loading without displaying clear error messages.

Please confirm that appropriate roles are assigned, such as Contributor or Azure Machine Learning roles

Then ,sign out and sign back in to refresh authentication

Retry access using an InPrivate or Incognito browser session

Browser and Client‑Side Validation

Azure Machine Learning Studio is a browser‑based experience and can be affected by local browser conditions. Blocked scripts or cached resources can interrupt the Studio interface during loading.

Please test using a supported browser such as Edge or Chrome

Then,temporarily disable browser extensions, especially ad blockers or VPN‑related extensions

Try clearing browser cache and cookies

Network and Firewall Considerations

Network restrictions are a common cause of Studio access issues, especially in enterprise environments. Azure Machine Learning Studio relies on multiple Azure endpoints and WebSocket connections. If required endpoints are blocked, the Studio experience may fail to load or remain in a pending state.Please validate the following

Corporate firewall or proxy restrictions

VPN or network inspection tools

Private endpoint or restricted network configurations

Workspace Dependency Health Check

Azure Machine Learning workspaces rely on several dependent resources. If any dependent resource is unavailable or misconfigured, Studio access may fail even though the workspace exists.So , please confirm the availability of:

Storage account

Key Vault

Container Registry

References:

Manage roles in your workspace - Azure Machine Learning | Microsoft Learn

What is a workspace? - Azure Machine Learning | Microsoft Learn

Troubleshoot private endpoint connection - Azure Machine Learning | Microsoft Learn

Configure a private endpoint - Azure Machine Learning | Microsoft Learn

Thank you
Surya Saka 85 Reputation points

2026-03-20T13:21:02.7566667+00:00

okay

please let me know at earliest
Karnam Venkata Rajeswari 1,655 Reputation points Microsoft External Staff Moderator

2026-04-01T14:56:01.5333333+00:00

Hello Surya Saka,

Checking in to see if you had any chance to review the above response.

Thank you
Karnam Venkata Rajeswari 1,655 Reputation points Microsoft External Staff Moderator

2026-04-03T10:01:04.3933333+00:00

Hello Surya Saka,

Following up to see if the below answer was helpful. If this answers your query, do click Accept Answer and Yes for was this answer helpful. And, if you have any further query do let us know.

1 answer

Your answer

Surya Saka 85 Reputation points

2026-03-20T13:21:02.7566667+00:00

okay

please let me know at earliest
Karnam Venkata Rajeswari 1,655 Reputation points Microsoft External Staff Moderator

2026-04-01T14:56:01.5333333+00:00

Hello Surya Saka,

Checking in to see if you had any chance to review the above response.

Thank you
Karnam Venkata Rajeswari 1,655 Reputation points Microsoft External Staff Moderator

2026-04-03T10:01:04.3933333+00:00

Hello Surya Saka,

Following up to see if the below answer was helpful. If this answers your query, do click Accept Answer and Yes for was this answer helpful. And, if you have any further query do let us know.

Answer 1

Hi Surya Saka

Issue is not replicable at my side

AML studio might not get accessible due to below reason.1. Corrupt AML studio (if we delete one of dependent resource, Studio gets corrupt to due to integration issue in backend)

Removal of permission from admin - contributor /Azure AI roles. RBAC AML
Networking - Private endpoints are not working - Re-provision endpoint might work sometimes - Please refer for complete troubleshooting regarding DNS issue.
Increase in blocks in Org/proxy firewall - HAR trace/Wireshark logs (Firewall) exposes where they are being blocked
You might be in wrong directory- Please check if you are in correct directory

We can take troubleshoot them by checking permission (contributor or data scientist on AML studio), Networking permission (Subnet/join and subnet/read).

Follow up

Could you share the below details and connect details via private message .Error message /Screenshot while accessing AML studio.

Thank you.

Manas Mohanty 16,190 Reputation points Microsoft External Staff Moderator

2026-04-14T04:18:53.2666667+00:00

Hi Surya Saka

Hope you found the above answer helpful.

We would need to look into HAR trace and Wireshark logs if the workspace is not corrupt (post deletion of dependent resource like storage, keyvault etc)

Thank you.

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any one having issues connecting to their ml workspace studio - eastus2

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Your answer