Deep learning is a complex subset of machine learning that uses neural networks to process data similarly to the human brain. Machine learning facilitates automated learning from data without explicit programming, while artificial intelligence encompasses these technologies to create intelligent systems. The document highlights the hierarchical relationship between AI, machine learning, and deep learning, emphasizing their applications and significance in various fields.