Artificial Intelligence for Medicine

19-21 May 2025
Milan

Teacher: Davide La Torre (UNIMI) - Dates: 19-21 May 2025

Format: In-person course

Location: IEO Campus, Via Adamello 16, Milan

Aim: This course introduces basic concepts of artificial intelligence and machine learning and their applications to the field of medicine. Students will explore various AI methods and technologies used for data analysis, medical diagnosis, treatment planning, and healthcare management. The course will introduce fundamental concepts, algorithms, and real-world applications.

Timetable
9.00-12.30
Lesson Argument
  • Introduction to AI in medicine
  • Overview of Artificial Intelligence and machine learning
  • Introduction to the application of AI in medicine
  • Regulatory and ethical considerations. The role of Xai
Lesson Location
IEO Ivory & Silver Room
Timetable
13.30-17.30
Lesson Argument
  • Machine learning fundamentals
  • Basic concepts of supervised, unsupervised, and reinforcement learning
  • Applications of machine learning in medicine: diagnosis, prognosis, treatment selection, drug discovery, etc.
  • Evaluation metrics for machine learning models in healthcare
Lesson Location
IEO Ivory & Silver Room
Timetable
11.00-13.00
Lesson Argument
  • Introduction to Python programming language and its applications in data analysis
  • Data manipulation and analysis using Python libraries such as Numpy, Pandas, and Matplotlib
  • Hands-On exercises and coding assignments using Python for data preprocessing and exploratory data analysis with medical datasets
Lesson Location
IEO Ivory & Silver Room
Timetable
14.00-18.00
Lesson Argument
  • Overview of orange data mining software and its functionalities
  • Data preprocessing, feature engineering, and model building using orange
  • Hands-on tutorials and case studies using orange for machine learning tasks with medical datasets
Lesson Location
IEO Ivory & Silver Room
Timetable
10.30-12.30
Lesson Argument
  • Overview of ChatGPT and its applications in Natural Language Processing (NLP)
  • Basics of text preprocessing
Lesson Location
IEO Ivory & Silver Room
Timetable
13.30-17.30
Lesson Argument

Hands-on workshop on using ChatGPT and medical text data

Lesson Location
IEO Ivory & Silver Room