The statement "Deep learning and machine learning are unrelated concepts" is False.

The statement "Deep learning and machine learning are unrelated concepts" is False.

Deep learning is a subfield of machine learning that uses artificial neural networks with multiple layers to learn from data. Therefore, deep learning is a specialized form of machine learning, not an unrelated concept.

The correct answer is $\text{False}$.