To 'graduate' means to complete a degree usually at a university. The past form is 'graduated'.
When a person is 'graduating', they are going to be given a degree. They get a certificate saying they have completed the course.
"I'm graduating at the end of this year."
The noun is 'graduation'.
"It's important to attend my sister's graduation ceremony."
Learn English: Graduate