This is a formal phrase that you can use to apologize for a mistake or a failure. It means that only you should be blamed, not anyone else.

You might use this phrase if you made a bad decision or messed something up. Or you might say "I take full responsibility" if you're in charge of a team, and you want to protect the people who actually caused the failure.