Selenium - Edge - How to start a webdriver session with work profile?

My application does not have a login page to get authenticated. It uses my organizational email id (SSO) to authenticate my access to the application. I am using Version 80.0.361.66 (Official build) (64-bit) of Microsoft Edge.

driver = webdriver.Edge()
driver.maximize_window()

selenium version - selenium==3.141.0

This edge session does not use my work profile . It opens a new session because of which my work profile is not loaded and my access to the application is denied. However, I did try to update the version of selenium to use EdgeOptions. But, that didn't work as well. Below is the code :

options = webdriver.EdgeOptions() 
options.add_argument("user-data-dir=C:\\Users\\Ajmal.Moideen\\AppData\\Local\\Microsoft\\Edge\\User Data") 
driver = webdriver.Edge(options=options) 
driver.maximize_window() 

selenium version=4.0.0a3