@sergeyevich I personally noticed changes after about 6 months in a caloric surplus (went from 54 to about 70 kilos).
Everyone around me started noticing them a lot and making comments after the 3 month mark.
As a beginner you can still gain a lot of muscle mass in a small to moderate caloric...