We have previously discussed several supervised learning algorithms ... SVM and kNN exemplify several important trade-offs in machine learning (ML). SVM is often less computationally demanding ...

As it currently stands, the vast majority of the AI advancements and applications you hear about refer to a category of algorithms known as machine learning (see "What is machine learning?").