====== Seminars 2022 ====== We will use Python during the seminars. The internet is full of resources on this popular language. For examlpe this [[https://www.programiz.com/python-programming/tutorial|brief overview]] or the [[https://docs.python.org/3/tutorial/index.html#tutorial-index|official handbopok]] or the [[https://docs.python.org/3/library/index.html#library-index|standard libraries index]]. **19.4.2022: 2 substitute CZ seminars on MCTS are scheduled for Friday, 22.4.2022, at 11:00 and 14:30 in room KN:E-307 ** ^ No. ^ Topic ^ 2022 Sources ^ 2021 Sources ^ Links ^ | 1 | Introduction, Python, BFS/DFS | **[[https://drive.google.com/drive/folders/1X0r-d8SsuzH8VIfxvgn9IZ7KYxmqlZPY|Labs Notebooks (Google drive)]]** |[[https://colab.research.google.com/drive/18xFJU6-e__w6YHHiO4YQ6z_aMcnBPuzI|Colab 1]] | [[courses:b4b36zui:materials:python| Workspaces and libraries in Python]] | | 2 | MDPs | | [[https://colab.research.google.com/drive/1qed83mOamkxq6epZTekzh8-MlxpdM6Rl|Colab 2]] | | | 3 | POMDPs | | [[https://colab.research.google.com/drive/1K4LL6zOdlz-wY7pYOXI--HRLpV9Di5oR|Colab 3]] | | | 4 | A* | | [[https://colab.research.google.com/drive/1WzcqSy24iLoicqKPv9-luBYWgucW57dm|Colab 4]] | [[https://forms.gle/EpvWvQkAfky3hKQ99|Anketa]] | | 5 | The Bandit Problem | | [[https://colab.research.google.com/drive/1d80NCtUnq-BT30qfRKipqEssdejbLp12|Colab 5]] | | | 6 | Value Iteration | | [[https://colab.research.google.com/drive/1qJEr7WzJz8uMRHSYKbahiZHX4C_RxK8Y|Colab 6]] | [[https://forms.gle/SoMAS68sFiDCditW8|Anketa]], [[https://web.stanford.edu/class/cme241/lecture_slides/BellmanOperators.pdf|Convergence of Value Iteration]] | | 7 | Scaling up RL | | [[https://colab.research.google.com/drive/1qufb3KtszaFldPP5ojKUiFxf_7xCR0S7?usp=sharing|Colab 7]] | [[https://forms.gle/Lvpj5vdYSdc5Vr2n6|Anketa]] | | 8 | Games - Alpha/Beta | | [[https://colab.research.google.com/drive/1zLxdwAXxhyVXVQkKJJU5vCm_To_Lx5od?usp=sharing&authuser=1#scrollTo=iuT5OFT4I_9-|Colab 8]] | [[https://forms.gle/yXjp5xgRrFFUh3gt5 | Anketa]] | | 9 | Test | | | | 10 | Games - MCTS | | [[https://colab.research.google.com/drive/1PjxfICgeiMvmOUudyytJHk5s1unpJOOH?usp=sharing|Colab 9]] | [[https://forms.gle/1nwtuceieUbC7ENz7|Anketa]] | | 11 | CSPs, Scheduling | |[[https://colab.research.google.com/drive/10KwnlGazu2HIfMxDGIgJqADt81VcNUdS?usp=sharing|Colab 10]] | | | 12 | Logic & Magic | |[[https://colab.research.google.com/drive/12rcc4vvm9nQlFI0e1Hx7h1WirxRhKbqw?usp=sharing|Colab 11]] | | | 13 | Uncertainty in AI | |[[https://colab.research.google.com/drive/1zZgGhCp83WRRa8K4msr86EUTrxPN1igd?usp=sharing|Colab 12]] | | | 14 | POMDPs | | [[https://colab.research.google.com/drive/1ilBOgUPfnUr6u_sDPI7U56gJzp5vaShM?usp=sharing|Colab 13,14]] | |