====== Lectures ======


^ No. ^ Topic ^ Datum / Date ^ 2025 Slides ^ 2024 Slides ^ 2023 Slides ^ Video ^ Lecturer ^ Additional Info ^
| 1 | Introduction, AI and applications | 18.2.2025 | {{ :courses:zui:zui-l1-2025.pdf |Slides}} |{{ :courses:zui:zui-l1-2024.pdf |Slides}} | {{ :courses:zui:slides-l1-2023.pdf |Slides}} | [[ https://www.youtube.com/watch?v=I1vwK-ffHfs | Video ]] | Viliam Lisý | | 
| 2 | Formal Representations and Uninformed Search | 25.2.2025 | {{ :courses:zui:zui_l2_2025.pdf |Slides}} | {{ :courses:zui:slides-l2-2024.pdf |Slides}} | {{ :courses:zui:slides-l2-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=4aUQHlLqGmo|Video]] | Branislav Bošanský | |
| 3 | Informed (Heuristic) Search, A* |  4.3.2025 | {{ :courses:zui:zui_l3_2025.pdf |Slides}}| {{ :courses:zui:slides-l3-2024.pdf |Slides}} | {{ :courses:zui:slides-l3-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=YXWTikYNXjg|Video]] | Branislav Bošanský | |
| 4 | Structured State Representation (CSP, Planning) | 11.3.2025 | {{ :courses:zui:zui_l4_2025.pdf |Slides}} | {{ :courses:zui:slides-l9-2024.pdf |Slides1}} {{:courses:zui:zui_l10_2024.pdf |Slides2}} | {{ :courses:zui:slides-l9-2023.pdf |Slides1}} {{ :courses:zui:slides-l10-2023.pdf |Slides2}} | [[https://www.youtube.com/watch?v=HuxKfafqB_I&list=PLQL6z4JeTTQlRR_WYcEYZkW5CPERtBfad|Video]] | Branislav Bošanský | |
| 5 | Reinforcement Learning | 18.3.2025 | {{ :courses:zui:zui-l5-2025.pdf | Slides}} | {{ :courses:zui:zui-l4-2024.pdf | Slides}} |{{ :courses:zui:slides-l4-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=zKFE0LsdN9c&list=PLQL6z4JeTTQlRR_WYcEYZkW5CPERtBfad|Video]] | Viliam Lisý | [[https://jamesrledoux.com/algorithms/bandit-algorithms-epsilon-ucb-exp-python/|Bandits]] |
| 6 | Reinforcement Learning 2 (solving MDPs) | 25.3.2025 | {{ :courses:zui:zui-l6-2025.pdf |Slides}}| {{ :courses:zui:zui-l5-2024.pdf |Slides}} |{{ :courses:zui:slides-l5-2023.pdf | Slides}} | [[https://www.youtube.com/watch?v=6vXt_ABmv5c|Video]] | Viliam Lisý | |
| 7 | Reinforcement Learning 3 (Q-learning, DQN) | 1.4.2025  | {{ :courses:zui:zui-l7-2025.pdf |Slides}} | {{ :courses:zui:zui-l6-2024.pdf |Slides}} |{{ :courses:zui:slides-l6-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=YwQ7s7RoaJE|Video]] | Viliam Lisý | |
| 8 | Two-player Games | 8.4.2025 |{{ :courses:zui:zui-l8-2025.pdf |Slides}} | {{ :courses:zui:slides-l7-2024.pdf |Slides}} |{{ :courses:zui:slides-l7-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=e2S1WFeKJ48|Video]] | Branislav Bošanský | |
| 9 | Two-player Games 2 (scaling-up, MCTS, AlphaGo) | 15.4.2025| {{ :courses:zui:zui-l9-2025.pdf |Slides}} | {{ :courses:zui:zui-l8-2024-handout.pdf |Slides}} |{{ :courses:zui:slides-l8-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=DswvPcQojbQ|Video]] | Viliam Lisý | |
| 10 | Uncertainty in AI | 22.4.2025 | {{ :courses:zui:zui_l10_2025.pdf |Slides}} | {{ :courses:zui:zui_l11_2024.pdf |Slides}} | {{ :courses:zui:slides-l11-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=bM79IP2u5q4|Video]] | Viliam Lisý | |
| 11 | Sequential Decision Making with Partial Observability | 29.4.2025 | {{ :courses:zui:zui_l11_2025.pdf|Slides}} |{{ :courses:zui:slides-l12-2024.pdf|Slides}} | {{ :courses:zui:slides-l12-2023.pdf |Slides}} | [[https://www.youtube.com/watch?v=Huks_Wik6cg|Video]] | Branislav Bošanský | |
| * | No Lecture (schedule from May 8) | 6.5.2025 | | | | | | |
| 12 | Introduction to Generative AI | 13.5.2025 | {{ :courses:zui:zui-l12-2025.pdf |Slides}} | | | [[https://www.youtube.com/watch?v=gu2UL_lR7XI|Video]] | Viliam Lisy | |
| 13 | AI Safety, Bias, and Fairness | 20.5.2025  (9:15 in English only!)| {{ :courses:zui:zui-l13-2025.pdf |Slides}} | | | [[https://www.youtube.com/watch?v=gQRsWkopLO0|Video]] | Guest! Tomáš Gavenčiak | |