Unit ARTIFICIAL INTELLIGENCE IN CLOUD COMPUTING
- Course
- Computer engineering and robotics
- Study-unit Code
- A005843
- Curriculum
- Data science e data engineering
- Teacher
- Gianluca Reali
- Teachers
-
- Gianluca Reali
- Hours
- 72 ore - Gianluca Reali
- CFU
- 9
- Course Regulation
- Coorte 2025
- Offered
- 2026/27
- Learning activities
- Affine/integrativa
- Area
- Attività formative affini o integrative
- Sector
- ING-INF/03
- Type of study-unit
- Obbligatorio (Required)
- Type of learning activities
- Attività formativa monodisciplinare
- Language of instruction
- Italian
- Contents
- The class focuses on the use of Artificial Intelligence (AI) in cloud computing systems. Topics related to both the use of AI for cloud computing and the use of cloud computing for AI will be covered.
- Reference texts
- Lecture notes made available by the lecturer
- Educational objectives
- This class aims to give students the expertise for designing advanced networks and cloud computing systems.
- Prerequisites
- Mathematical analysis,
linear algebra,
IP networking,
Python programming - Teaching methods
- Lectures and computer-based experiments
- Other information
- Open-source software platforms are used.
- Learning verification modality
- Project work and oral exam
- Extended program
- Introduction to Cloud Computing - Cloud Services and Operational Characteristics
Mathematical Foundations of AI-Based Cloud Control
Workload Forecasting and Probabilistic Capacity Planning
Intelligent Cloud Service Orchestration - Learning-Based Autoscaling
Aspects
Artificial Intelligence for Resource Scheduling, Assignment, and Allocation
Cloud-Native Machine Learning System Architecture
GPU Scheduling and Large-Scale AI Infrastructure
Efficient Inference and Management of Large Language Models
Security, Economics, Sustainability, and the Future of AI in the Cloud - Obiettivi Agenda 2030 per lo sviluppo sostenibile
- Industry, innovation and infrastructure