ARTIFICIAL INTELLIGENCE
Stampa
Anno immatricolazione
2019/2020
Anno offerta
2019/2020
Normativa
DM270
SSD
ING-INF/05 (SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI)
Dipartimento
DIPARTIMENTO DI INGEGNERIA INDUSTRIALE E DELL'INFORMAZIONE
Corso di studio
COMPUTER ENGINEERING
Curriculum
Embedded and Control Systems
Anno di corso
Periodo didattico
Primo Semestre (30/09/2019 - 20/01/2020)
Crediti
6
Ore
45 ore di attività frontale
Lingua insegnamento
English
Tipo esame
ORALE
Docente
PIASTRA MARCO (titolare) - 6 CFU
Prerequisiti
Basic mathematical skills, practical knowledge of at least one programming language.
Obiettivi formativi
The course follows a conceptual pathway along the fundamental principles of the discipline. It is divided into two parts: the first part is an introduction to classical formal logic, both propositional and first order, with a special focus to the aspects of automatic calculus, while the second part is an introduction to the basic principles of machine learning and self-organizing systems.
Programma e contenuti
Classical logic and automated symbolic reasoning

Boolean algebras
Logical language and semantical structures: logical consequence
Deductive systems for propositional logic
Decision problems and decidability
Predicates and relations: first order logic
Semi-decidability of first order logic
First-order resolution with unification

Machine Learning

Logic and probability: representation or statistics?
The language of probability: representation
Bayesian inference
Graphical models and automation
Probabilistic learning
Clustering: K-means and related methods
Self-organizing systems and applications
Metodi didattici
Lectures (hours/year in lecture theatre): 45
Practical class (hours/year in lecture theatre): 0
Practicals / Workshops (hours/year in lecture theatre): 0
Testi di riferimento
See the home page of the course for lecture slides, suggested readings and software for the exercises
Modalità verifica apprendimento
The final exam is an interview about the theory, together with the discussion of practical activities in the lab.
Altre informazioni
The final exam is an interview about the theory, together with the discussion of practical activities in the lab.