Intelligent Systems

Section outline

• Select section Основно

  Затвори Зголеми

  Основно

  Затвори ги сите Прошири ги сите

  • Select activity About the course

    About the course         
    

  • Select activity Announcements

    

    Announcements Форум
  • Select activity Discussion forum

    

    Discussion forum Форум
  • Select activity Course description and students obligations 2025/26

    

    Course description and students obligations 2025/26 Датотека
  • Select activity Lectures

    Lectures 
    

  • Select activity The course syllabus. Topic Lectures 1 Syllabus and...

    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

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

    

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

    Exams 
    

  • Select activity Samples of written exams

    

    Samples of written exams Папка
  • Select activity A sample of oral exam questions

    

    A sample of oral exam questions Датотека

    Прикачено 15/01/2021 21:24
  • Select activity Lab work (general)

    Lab work (general)
    

  • Select activity Course repository

    

    Course repository URL

    Link to the code repository

  • Select activity Zoom link for lab timeslot: Monday 14:00

    

    Zoom link for lab timeslot: Monday 14:00 URL

    Every week, the lab session on Monday at 14:00 will be held on Zoom.

  • Select activity Lab work (assignment 1)

    Lab work (assignment 1) 
    

  • Select activity Seminar 1 submission

    

    Seminar 1 submission Задача
  • Select activity Seminar 1 - Instructions

    

    Seminar 1 - Instructions Датотека

    Прикачено 12/10/2025 19:52
  • Select activity Lab work (assignment 2)

    Lab work (assignment 2) 
    

  • Select activity Additional material     &...

    Additional material                                                                                                                        
    

  • Select activity Data analyist is a top job

    

    Data analyist is a top job URL
  • Select activity Data science cheatsheet

    

    Data science cheatsheet URL
  • Select activity Numpy cheat sheet

    

    Numpy cheat sheet Датотека

    Прикачено 7/10/2024 12:12
  • Select activity Pandas cheat sheet

    

    Pandas cheat sheet Датотека

    Прикачено 7/10/2024 12:13
  • Select activity Quizzes        ...

    Quizzes                                                                                                                                            
    

  • Select activity Quiz 1

    

    Quiz 1 Квиз
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    Quiz 2 Квиз
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    Quiz 3 Квиз
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    Quiz 5 Квиз