Explainable Artificial Intelligence
- Course ID: WFAIS.IF-XG325.0
- Room: G-1-05
- Teachers:
- Lectures: dr inż. Szymon Bobek (SBK)
- Labs: dr inż. Szymon Bobek (SBK)
Lectures
- [07.10.2024] [SBK] Introduction to xAI
- [14.10.2024] [SBK] Inherently interpretable models I
- [21.10.2024] [SBK] Inherently interpretable models II
- [28.10.2024] [SBK] Global model-agnostic explanations and surrogate models
- [4.11.2024] [SBK] Local model-agnostic explanations I
- [18.11.2024] [SBK] Local model-agnostic explanations II
- [25.11.2024] [SBK] Hands-on programming assignments
- [2.12.2024] [SBK] Counterfactual explanations
- [9.12.2024] [SBK] Evaluation of XAI algorithms
- [16.12.2024] [SBK] Explanations in Neural Networks
- [13.01.2025] [SBK] Challenges of XAI in Industrial applications
- [20.01.2025] [SBK] Hands-on programming assignments
Labs
- [14.10.2023] [SBK] Inherently interpretable models
- [21.10.2023] [SBK] Inherently interpretable models II
- [28.10.2023] [SBK] Global model-agnostic approaches I
- [04.11.2023] [SBK] Local model-agnostic approaches I
- [18.11.2023] [SBK] Local model-agnostic approaches II
- [25.11.2023] Test I
- [25.11.2023] [SBK] Programming Assignment I
- [02.12.2023] [SBK] Counterfactual explanations
- [09.12.2023] [MTM] Evaluation of XAI methods
- [16.12.2024] [BMK] Explainability in DNN
- [13.01.2024] [SBK] Programming Assignment II
- [20.01.2024] Test II
Grading rules
- 100 EXP is 100% of the total points (MAX) from the lab. This consists of:
- 2×25 EXP - two tests, covering material from the laboratories and lecture
- 2×25 EXP - two assignments carried out in groups (2-5 people) during the laboratory
- The above result may be increased by any “pluses” for activity during classes (1 plus = 1 EXP)
- Advantages are taken into account only when passing the exam within the basic deadline.
- All laboratory projects must be submitted on time.
- The mark for late projects will be multiplied by 0.5 (i.e. a maximum of half the number of points can be obtained for a late project).
- You must obtain at least 60% of points in all tests.
- Two unexcused absences are allowed.
- Each subsequent absence results in a deduction of 10 EXP.
Grading scale:
- >= 90 EXP – bdb
- >= 80 EXP – db+
- >= 70 EXP – db
- >= 60 EXP – dst+
- >= 50 EXP – dst
- < 50 EXP – ndst