Intelligent Systems

Weekly outline

• General

  Collapse all Expand all
  • About the course         
    

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    Announcements Forum
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    Discussion forum
  • 

    Course description and students obligations 2023/24 File
  • 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	Model explanation and understanding
    11	Reinforcement learning

    
    

    
    

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    Lecture slides 2023/24 Folder
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    Some recordings of the partially outdated lectures are available in MS Teams, UL FRI Intelligent systems team, use the code 6zwq5bg for access. URL
  • 

    Literature and readings Folder
  • Exams 
    

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    Samples of written exams Folder
  • 

    A sample of oral exam questions File

    Uploaded 15/01/21, 21:24
  • Exam dates:
    26 January 2024 at 9:00 in P1
    06 February 2024 at 9:00 in P1
    26 August 2024
    

  • Lab work (general)
    

  • Lab work (assignment 1) 
    

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    IS Seminar 1 File

    Uploaded 25/10/23, 11:00
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    dataset File

    Uploaded 25/10/23, 11:02
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    Seminar 1 time slots Scheduler
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    Submission of the first Assigmnent Assignment
  • Lab work (assignment 2) 
    

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    Assignment 2 File

    Uploaded 5/12/23, 15:59
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    Dataset 2 File

    Uploaded 8/01/24, 13:18
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    Seminar 2 - time slots Scheduler
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    Seminar 2 - submission Assignment
  • Lab work (Assignment 3) 
    

  • Additional material                                                                                                                        
    

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    Data analyist is a top job URL
  • 

    Data science cheatsheet URL
  • Quizzes                                                                                                                                            
    

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    Quiz 1
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    Quiz 2
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    Quiz 3
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    Quiz 4
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    Quiz 5

• 3. Oktober - 7. Oktober

  
  

  • Practical sessions start the 2nd week of the semester.
    

• 9. Oktober - 13. Oktober

  
  

  • Labs:

    An introduction to Python for Intelligent Systems
    
    

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    Introduction to Python (Python Notebook) File

    Uploaded 8/10/23, 20:38
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    Problems (Python Notebook) File

    Uploaded 8/10/23, 21:01
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    Solutions (Python Notebook) File

    Uploaded 8/10/23, 21:01

• 17. Oktober - 21. Oktober

  
  

  • Labs:

    Genetic algorithms
    - Data visualization
    
    

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    Code File

    Uploaded 16/10/23, 08:23
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    Problems File

    Uploaded 16/10/23, 08:25
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    solutions File

    Uploaded 24/10/23, 17:43

• 24. Oktober - 28. Oktober
  
  

  • 

    "players.txt" data set File
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    "movies.txt" data set File
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    Visualization - code File

    Uploaded 23/10/23, 10:58
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    Problems File

    Uploaded 23/10/23, 11:00
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    Solutions File

    Uploaded 6/11/23, 11:06

• 31. Oktober - 4. November
  
  

  • 

    "tic-tac-toe-learn.txt" data set File
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    "tic-tac-toe-test.txt" data set File
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    Code File

    Uploaded 6/11/23, 11:07
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    Problems File

    Uploaded 6/11/23, 11:09
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    lab4 solutions File

    Uploaded 13/11/23, 13:39

• 7. November - 11. November
  
  

  • LABS:

    - Classification

    
    

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    "cars.txt" data set File
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    "spamlearn.txt" data set File
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    "spamtest.txt" data set File
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    "vehicle.txt" data set File
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    "student.txt" data set File
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    Code File

    Uploaded 13/11/23, 10:45
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    Problems File

    Uploaded 13/11/23, 10:45
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    Solutions File

    Uploaded 20/11/23, 11:08

• 14. November - 18. November
  
  

  • 

    "quadrant.txt" data set File
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    Neural Networks File

    Uploaded 20/11/23, 11:07

• 21. November - 25. November

  
  

  • 
    

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    problems File

    Uploaded 27/11/23, 11:48
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    nlp File

    Uploaded 27/11/23, 11:48
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    Solutions File

    Uploaded 3/01/24, 15:11

• 28. November - 2. December

  Not available

• 5. December - 9. December

  Not available

• 12. December - 16. December

   
  

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    Feature selection File

    Uploaded 11/12/23, 11:28
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    Model explainability File

    Uploaded 11/12/23, 11:29
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    quadrant File

    Uploaded 13/12/23, 11:14

• 19. December - 23. December

  
  

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    Clustering File

    Uploaded 18/12/23, 11:37
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    Ensemble learning File

    Uploaded 18/12/23, 11:37
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    vehicle.txt File

    Uploaded 18/12/23, 11:38
  • 

    worldcities.csv File

    Uploaded 18/12/23, 11:38
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    Problems File

    Uploaded 18/12/23, 11:39

• 26. December - 30. December

   We wish you a Merry Christmas and a Happy New Year!

  
  

• 2. Januar - 6. Januar

  Not available

• 9. Januar - 13. Januar
  
  

  • LABS: No labs this week
    

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    Reinforcement learning - Problems File
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    Reinforcement learning File

    Uploaded 8/01/24, 11:19

• 16. Januar - 20. Januar

  Not available