teaching
Courses and educational materials.
HSE University (2024 – present)
- Explainable AI — M.Sc. seminar covering SHAP, LIME, PDP/ICE, CAMs, IG, LRP, DeepLIFT, probing methods, and mechanistic interpretability.
- Advanced ML Topics — M.Sc. lecture course.
- Mathematics — M.Sc. course.
Open Courses
Explainable AI Course (Russian, 2024 – present)
First Russian-language XAI course. 16 theoretical modules, 23 labs, 335 test problems. Covers SHAP, LIME, PDP, ICE, CAMs, IG, LRP, DeepLIFT, probing methods, and more.
Open XAI tutorials Resource (2024 – present)
Mathematical exposition of key concepts in explainable AI mechanistic and interpretability, available on GitHub.
AI Education (EdTech) (2023 – 2024)
Course developer and teaching assistant for Machine Learning and Audio Deep Learning courses.