Laurea Magistrale | Master's Degree
 
HPC Engineering

Programme

Title
High Performance Computing Engineering

Degree Level
Laurea Magistrale (equivalent to Master’s Degree)

Degree Class
LM-32 Computer Systems Engineering

Manifesto

First year

Semester Course CFU
1 PARALLEL COMPUTING 5
1 ADVANCED METHODS FOR SCIENTIFIC COMPUTING 5
1 NUMERICAL LINEAR ALGEBRA 5
1 NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS 5
2 QUANTUM PHYSICS 5
2 COMPUTING INFRASTRUCTURES 5
2 SOFTWARE ENGINEERING FOR HPC 5
2 ADVANCED COMPUTER ARCHITECTURES 5
2 APPLIED STATISTICS 5
1/2 5 CFU of elective courses from ICT group 5
1/2 10 CFU of elective courses from MATH/PHYS group 10

Second year

Semester Course CFU
1 QUANTUM COMPUTING 5
1 SYSTEMS AND METHODS FOR BIG AND UNSTRUCTURED DATA 5
1 ARTIFICIAL NEURAL NETWORKS AND DEEP LEARNING 5
1/2 5 CFU of elective courses from ICT group 5
1/2 20 CFU of elective courses from MULTIDISCIPLINARY APPLICATIONS group 20
2 FINAL PROJECT 20

Elective courses

ICT group

Semester Course CFU
1 PERFORMANCE EVALUATION AND APPLICATIONS 5
1 NETWORKED SOFTWARE FOR DISTRIBUTED SYSTEMS 5
1 DISTRIBUTED SYSTEMS 5
1 EMBEDDED SYSTEMS 5
1 STREAMING DATA ANALYTICS 5
1 COMPLESSITÀ NEI SISTEMI E NELLE RETI 5
1 BASI DI DATI 1 5
1 SYSTEM IDENTIFICATION AND PREDICTION 5
2 COMPUTER SECURITY 5
2 MACHINE LEARNING 5
2 CODE TRANSFORMATION AND OPTIMIZATION 5

MATH/PHYS group

Semester Course CFU
1 FOUNDATIONS OF OPERATIONS RESEARCH 5
1 QUANTUM CIRCUITS AND DEVICES (from 2023/24) 5
1 NUMERICAL ANALYSIS FOR MACHINE LEARNING 10
1 COMPUTATIONAL STATISTICS 5
1 NONPARAMETRIC STATISTICS 5
1 BAYESIAN STATISTICS 10
2 BAYESIAN LEARNING AND MONTECARLO SIMULATION  5
2 SCIENTIFIC COMPUTING TOOLS FOR ADVANCED MATHEMATICAL MODELLING 5
2 QUANTUM COMMUNICATIONS 5
2 QUANTUM OPTICS AND INFORMATION 5
2 NETWORK COMPUTING 5

MULTIDISCIPLINARY APPLICATIONS group

Semester Course CFU
1 COMPUTATIONAL FLUID DYNAMICS FOR ENERGY ENGINEERING 10
1 HIGH PERFORMANCE SCIENTIFIC COMPUTING IN AEROSPACE 10
1 HPC APPLICATIONS FOR SUSTAINABLE USE OF SUBSURFACE ENERGY RESOURCES 10
1 HIGH PERFORMANCE SIMULATION LAB FOR MECHANICAL ENGINEERING 10
1 BIOMOLECULAR MODELLING LABORATORY 5
2 HIGH PERFORMANCE MOLECULAR MODELING 10
2 MODELS AND MACHINE LEARNING FOR FINANCE 10
1/2 COMPUTATIONAL BIOMECHANICS LABORATORY  5