As Artificial Intelligence increasingly integrates into accounting, explore how machine learning algorithms detect financial irregularities and mistakes. Then, detail the particular actions a human accountant should perform to rectify these issues, such as proper documentation and journal entries, to maintain accurate and compliant financial statements in line with applicable accounting principles. Please develop the discussion using real$-$world practical examples and follow the evaluation rubrics.