Local edge driver session - session not created exception

[publicgitsmu]

Issue : Creating simple selenium edge webdriver session resulting in error.
Code:

from selenium import webdriver
from selenium.webdriver.common.by import By
driver = webdriver.Edge()
driver.get('https://bing.com')
driver.quit()

Log Message:
[1710521384.317][INFO]: Failed to connect to msedge. Attempting to kill it.
[1710521384.672][INFO]: [828764adfde14499aea3516269fbaf26] RESPONSE InitSession ERROR session not created: DevToolsActivePort file doesn't exist

Root Cause:
This is observed , that setting below Registry entry via the policy changes
Computer\HKEY_CURRENT_USER\Software\Policies\Microsoft\Edge\RemoteDebuggingAllowed is set to 0

When the above flag is enabled, there is no session error.
But the registries are not supposed to be modified. Can you help with alternatives such that which allows to establish the session without changing the above registry entry.