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Datoteka Course description and students obligations 2023/24

About lecturers, contents, grading, and literature.

Mapa Lecture slides 2023/24
Warning: The slides from the lectures are outlines of the topics covered. Do not consider them as a replacement for the literature.
URL Some recordings of the partially outdated lectures are available in MS Teams, UL FRI Intelligent systems team, use the code 6zwq5bg for access.
Mapa Literature and readings

The main literature for machine learning:
  • James, G., Witten, D., Hastie, T., Tibshirani, R. and Taylor, J., 2023. An Introduction to Statistical Learning: With Applications in Python. New York: Springer. Freely available at https://www.statlearning.com/  (the same book exists for R)

Further readings:


Mapa Samples of written exams

Sample Exams

Datoteka A sample of oral exam questions
Datoteka IS Seminar 1
Datoteka dataset
Datoteka Assignment 2
Datoteka Dataset 2
URL Data analyist is a top job

Other surveys confirm the findings..

URL Data science cheatsheet
9. Oktober - 13. Oktober Datoteka Introduction to Python (Python Notebook)
Datoteka Problems (Python Notebook)
Datoteka Solutions (Python Notebook)
17. Oktober - 21. Oktober Datoteka Code
Datoteka Problems
Datoteka solutions
24. Oktober - 28. Oktober Datoteka "players.txt" data set
Datoteka "movies.txt" data set
Datoteka Visualization - code
Datoteka Problems
Datoteka Solutions
31. Oktober - 4. November Datoteka "tic-tac-toe-learn.txt" data set
Datoteka "tic-tac-toe-test.txt" data set
Datoteka Code
Datoteka Problems
Datoteka lab4 solutions
7. November - 11. November Datoteka "cars.txt" data set
Datoteka "spamlearn.txt" data set
Datoteka "spamtest.txt" data set
Datoteka "vehicle.txt" data set
Datoteka "student.txt" data set
Datoteka Code
Datoteka Problems
Datoteka Solutions
14. November - 18. November Datoteka "quadrant.txt" data set
Datoteka Neural Networks
21. November - 25. November Datoteka problems
Datoteka nlp
Datoteka Solutions
12. December - 16. December Datoteka Feature selection
Datoteka Model explainability
Datoteka quadrant
19. December - 23. December Datoteka Clustering
Datoteka Ensemble learning
Datoteka vehicle.txt
Datoteka worldcities.csv
Datoteka Problems
9. Januar - 13. Januar Datoteka Reinforcement learning - Problems
Datoteka Reinforcement learning