This video provides an overview of artificial intelligence (AI), machine learning (ML), and deep learning (DL), explaining their relationships and differences. It uses onset detection in audio analysis as a case study to compare ML and expert systems, then delves into various ML paradigms (supervised, unsupervised, reinforcement learning) and algorithms, ultimately discussing when DL is the most appropriate approach.