Deep learning is a subfield of machine learning that employs artificial neural networks with multiple layers (hence "deep") to learn complex representations directly from data. This approach investigates methods for automatically discovering intricate patterns and hierarchical features within large datasets, enabling significant advancements and state-of-the-art performance across diverse tasks such as perception, language understanding, and decision-making.