--- date: 19/06/19 author: Robin 'Pachichi' Boucher title: INIA tags: cours, inia --- # INIA ++Machine learning:++ Programming computers to __optimize a performance criterion__ using __example data or past experience__. Learning used when: - humans expertise does not exist (navigating on Mars) - humans are unable to explain their expertise (speech recognition) - solutions changes in time (routing on a computer network) - solution needs to be adapted to particular cases (user biometrics) ++Supervised methods:++ learning a **function** that **maps** an **input** (features) to an **output** (target or labels) based on **examples input-output pairs**. - discrete output values -> classification - continuous output values -> regression