Decision Support in Healthcare, Lectures

Upon successful completion of this course, the student:

• Understands and can independently formulate data-analysis requirements associated with different healthcare decision making tasks (risk assessment, early diagnosis, differential diagnosis, treatment planning, and treatment follow-up)
• Can recognize what kind of approaches (data-driven, rule-based, mechanistic models etc) are most appropriate for what decision-making challenge
• Has knowledge of, and knows how to select and apply methods for data curation and quality assurance
• Has an understanding of the most common feature extraction and feature selection methods
• Has gained knowledge of the most common AI/ML methods for advanced decision support
• Understands how to objectively assess the performance of AI/ML methods in common healthcare decision support settings
• Understands considerations such as
  explainability, privacy-preservation, bias and ethics in computer-based
  decision support in health and know which tools are available to address these.

Common learning events for all

Exercise:

29.10.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
05.11.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
12.11.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
19.11.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
26.11.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
03.12.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)
10.12.2021 10:00 - 12:00, TAU Sähkötalo SJ204 harjoitussali (52)

Lecture:

27.10.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
28.10.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
03.11.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
04.11.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
10.11.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
11.11.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
17.11.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
18.11.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
24.11.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
25.11.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
01.12.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
02.12.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)
08.12.2021 08:00 - 10:00, TAU Sähkötalo SM207 harjoitussali (30)
09.12.2021 10:00 - 12:00, TAU Sähkötalo SM207 harjoitussali (30)

General scale, 0-5