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IntSys
Lecture slides 2023/24
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.
Download folder
IS 01 Introduction.pdf
IS 02 Nature inspired computation.pdf
IS 03 Predictive modeling.pdf
IS 04 Bias, variance and predictive models.pdf
IS 05 Data preprocessing.pdf
IS 06 Neural networks.pdf
IS 07 Natural language processing.pdf
IS 08 Ensemble methods.pdf
IS 09 Kernel methods.pdf
IS 10 Inference and explanation.pdf
IS 11 Reinforcement learning.pdf
Joshua Evans - 1 Fundamentals of RL.pdf
Joshua Evans - 2 Frontiers of RL.pdf
◄ Course description and students obligations 2023/24
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Course description and students obligations 2023/24
Some recordings of the partially outdated lectures are available in MS Teams, UL FRI Intelligent systems team, use the code 6zwq5bg for access.
Literature and readings
Samples of written exams
A sample of oral exam questions
IS Seminar 1
dataset
Seminar 1 time slots
Submission of the first Assigmnent
Assignment 2
Dataset 2
Seminar 2 - time slots
Seminar 2 - submission
Data analyist is a top job
Data science cheatsheet
Quiz 1
Quiz 2
Quiz 3
Quiz 4
Quiz 5
Introduction to Python (Python Notebook)
Problems (Python Notebook)
Solutions (Python Notebook)
Code
Problems
solutions
"players.txt" data set
"movies.txt" data set
Visualization - code
Problems
Solutions
"tic-tac-toe-learn.txt" data set
"tic-tac-toe-test.txt" data set
Code
Problems
lab4 solutions
"cars.txt" data set
"spamlearn.txt" data set
"spamtest.txt" data set
"vehicle.txt" data set
"student.txt" data set
Code
Problems
Solutions
"quadrant.txt" data set
Neural Networks
problems
nlp
Solutions
Feature selection
Model explainability
quadrant
Clustering
Ensemble learning
vehicle.txt
worldcities.csv
Problems
Reinforcement learning - Problems
Reinforcement learning
Some recordings of the partially outdated lectures are available in MS Teams, UL FRI Intelligent systems team, use the code 6zwq5bg for access. ►