Machine Learning involves algorithms that process data to make decisions based on learned patterns, and these algorithms might require feature engineering. Deep Learning is a subset of machine learning that uses neural networks with many layers (deep architectures), and it automatically extracts features from raw data, especially suited for large datasets like image or speech recognition.