The course focuses on the study of fundamental concepts of machine learning, the main machine learning methods and software tools based on machine learning techniques. In particular, it aims at providing an understanding of the capabilities and limitations of these methods and tools, and to develop the ability to use some of the currently available technologies to solve problems of data analysis, knowledge extraction and decision support. Finally, it aims at discussing the main problems and opportunities that arise in contexts where the analysis extends to large volumes of data (Big Data).
Curriculum
scheda docente
materiale didattico
Introduction to machine learning
Types of machine learning
Methods for supervised and unsupervised learning
Model training and inference
Technologies and software tools for machine learning
Use of software tools for machine learning
Application of machine learning models with different types of datasets
Mutuazione: 21210492 Tecnologie per il machine learning e big data in Economia e Gestione della Trasformazione Digitale LM-56 R DI SANZO PIERANGELO
Programma
Introduction to artificial intelligenceIntroduction to machine learning
Types of machine learning
Methods for supervised and unsupervised learning
Model training and inference
Technologies and software tools for machine learning
Use of software tools for machine learning
Application of machine learning models with different types of datasets
Testi Adottati
Teaching materials provided by the lecturerModalità Frequenza
Attendance is not mandatory, but it is recommended especially for the practical learning of the techniques and software tools that will be used in the course.Modalità Valutazione
The examination includes a computer-based test and the evaluation of a project
scheda docente
materiale didattico
Introduction to machine learning
Types of machine learning
Methods for supervised and unsupervised learning
Model training and inference
Technologies and software tools for machine learning
Use of software tools for machine learning
Application of machine learning models with different types of datasets
Mutuazione: 21210492 Tecnologie per il machine learning e big data in Economia e Gestione della Trasformazione Digitale LM-56 R DI SANZO PIERANGELO
Programma
Introduction to artificial intelligenceIntroduction to machine learning
Types of machine learning
Methods for supervised and unsupervised learning
Model training and inference
Technologies and software tools for machine learning
Use of software tools for machine learning
Application of machine learning models with different types of datasets
Testi Adottati
Teaching materials provided by the lecturerModalità Frequenza
Attendance is not mandatory, but it is recommended especially for the practical learning of the techniques and software tools that will be used in the course.Modalità Valutazione
The examination includes a computer-based test and the evaluation of a project