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98100 - INTRODUCTION TO ARTIFICIAL INTELLIGENCE: THE TOOLKIT FOR FUTURE-PROOF PHYSICIANS

Academic Year 2023/2024

                
                        Docente:
                        Paola Manes
                    
                        Credits:
                        1
                    
                        SSD:
                        IUS/01
                    
                        Language:
                        Italian
                    
                        Teaching Mode:
                        Traditional lectures
                        
                            Campus:
                            Bologna
                        
                            Corso:
                            Single cycle degree programme (LMCU) in
                            Medicine and Surgery (cod. 8415)

                                    Course Timetable
                                
from Apr 18, 2024 to May 08, 2024

Course contents

Corso di Laurea Magistrale a Ciclo Unico in MEDICINA E CHIRURGIA
sede di Bologna
a.a. 2023/2024

Elective course
Artificial intelligence in Medicine
and Medical Education (cod. 98099)
(3 CFU)

DETAILED PROGRAMME

98101 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE: NEURAL NETWORKS, DEEP LEARNING AND THEIR APPLICATIONS IN MEDICINE (1 CFU)
Professor: Gastone Castellani
TOPIC: Setting the stage

98101 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE: NEURAL NETWORKS, DEEP LEARNING AND THEIR APPLICATIONS IN MEDICINE (1 CFU)
Professor: Gastone Castellani
TOPIC: Introduction

98100 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / INTRODUCTION TO ARTIFICIAL INTELLIGENCE: THE TOOLKIT FOR FUTURE-PROOF PHYSICIANS (1 CFU)
Professor: Paola Manes
TOPIC:
• Explainable AI: from theory to practice
• Introduction to explainable artificial intelligence
• Theory of xAI
• Hands-on project (1.5h): shap, lime and partial dependence plot

• 98101 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE: NEURAL NETWORKS, DEEP LEARNING AND THEIR APPLICATIONS IN MEDICINE (1 CFU)
Professor: Gastone Castellani
TOPIC: AI and histopathology

98101 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE: NEURAL NETWORKS, DEEP LEARNING AND THEIR APPLICATIONS IN MEDICINE (1 CFU)
Professor: Gastone Castellani
TOPIC: AI and Genomic

98101 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE: NEURAL NETWORKS, DEEP LEARNING AND THEIR APPLICATIONS IN MEDICINE (1 CFU)
Professor: Gastone Castellani
TOPIC: AI and Therapy optimization

98102 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN MEDICAL DEVICES (1 CFU)
Professor: Emanuela Marcelli
TOPIC: Medical Imaging

98102 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN MEDICAL DEVICES (1 CFU)
Professor: Emanuela Marcelli
TOPIC: Medical Imaging

98102 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN MEDICAL DEVICES (1 CFU)
Professor: Emanuela Marcelli
TOPIC: Medical Imaging

98102 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN MEDICAL DEVICES (1 CFU)
Professor: Emanuela Marcelli
TOPIC: Big data management and security

98100 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / INTRODUCTION TO ARTIFICIAL INTELLIGENCE: THE TOOLKIT FOR FUTURE-PROOF PHYSICIANS (1 CFU)
Professor: Paola Manes
TOPIC: Artificial Intelligence and Machine Learning in Medical Devices

98100 - ARTIFICIAL INTELLIGENCE IN MEDICINE AND MEDICAL EDUCATION / INTRODUCTION TO ARTIFICIAL INTELLIGENCE: THE TOOLKIT FOR FUTURE-PROOF PHYSICIANS (1 CFU)
Professor: Paola Manes
TOPIC: Ethics of AI

Office hours

See the website of Paola Manes