Section outline

  • Общее

    Свернуть всё Развернуть всё

    • About the course         

    • Announcements Форум
    • Discussion forum Форум
    • Course description and students obligations 2025/26 Файл

    • Lectures 

    • The course syllabus.

      Topic Lectures
      1 Syllabus and obligations; overview of artificial intelligence
      2 Nature inspired computation, genetic algorithms
      3 Predictive modeling
      4 Bias, variance, and generalization error
      5 Feature selection and representation learning
      6
      Neural networks
      7 Natural language processing
      8 Ensemble learning
       9 Kernel methods
      10 AutoML
      11 Transformers for tabular data and time series
      12 Model explanation and understanding
      13 Reinforcement learning

    • Lecture slides 2025/26 (updated regularly during the semester) Папка

    • Exams 

    • Samples of written exams Папка
    • A sample of oral exam questions Файл
      Загружено 15/01/21, 21:24

    • Lab work (general)

    • Course repository Гиперссылка

      Link to the code repository

    • Lab work (assignment 1) 

    • Lab work (assignment 2) 

    • Additional material                                                                                                                        

    • Data analyist is a top job Гиперссылка
    • Data science cheatsheet Гиперссылка
    • Numpy cheat sheet Файл
      Загружено 7/10/24, 12:12
    • Pandas cheat sheet Файл
      Загружено 7/10/24, 12:13

    • Quizzes                                                                                                                                            

    • Quiz 1 Тест
    • Quiz 2 Тест
    • Quiz 3 Тест
    • Quiz 4 Тест
    • Quiz 5 Тест