I’m just starting to learn Java will it help me develop a game in Unity and for Android?
Java won’t help you to develop a game in Unity, because Unity doesn’t use Java as scripting language(and JavaScript is not Java). But it might help you in other ways, e.g. understanding programming, logic and etc.