Generally a difference for machine learners can be made by the nature of input and output.

source

One to one

Typically an application would be to classify the main motive of a picture (e.g. cat or dog) or the emotional category that is displayed in an audio recording. Key is, that the input is represented by a single vector of values of fixed length.

One to many

Many to one

Sequence to sequence

Many to many