Encapsulation: Hiding implementation details (NOTE: data AND/OR methods) such that only what is sensibly readable/writable/usable by externals is accessible to them, everything else is "untouchable" directly.
Abstraction: This sometimes refers specifically to a type that cannot be instantiated and which provides a template for other types that can be, usually via subclassing. More generally "abstraction" refers to making/having something that is less detailed, less specific, less granular.
There is some similarity, overlap between the concepts but the best way to remember it is like this: Encapsulation is more about hiding the details, whereas abstraction is more about generalizing the details.