"Talk to (a person)" is given by dictionaries such as the Collins online dictionary and the Oxford Learner's Dicitonaries, but "talk with" is common in spoken American/Canadian English.
"Talk to" is sometimes avoided because of the connotation of "talking down" to a person (such as a manager talking to an employee or a teacher talking to a student), and "talk with" is sometimes used by important people to minimize the social distance between them and their audience.
Example: The U.S. President Obama in 2014.
"My fellow Americans, tonight, I’d like to talk with you about immigration."
source: https://obamawhitehouse.archives.gov/the-press-office/2014/11/20/remarks-President-address-nation-immigration
Also, "talk with" can describe the manner of talking.
He talked with anger in his voice.
He talked with a cigarette in his mouth.