MSc AI & Engineering Systems

Study Notes & Materials • TU/e

Year 1
- Academic Calendar 2025-26
  PDF Document
- Tracks Description
  PDF Document
- Q1
  - Q1 Guide
    Course registration Q1
    
    1 Sep 2025
  - Meentor meeting
    First mentor meeting where we discuss about the MSc degree
    
    3 Sep 2025
  - Data Analysis & Learning Methods
    - Human Activity Recognition - Assignment 1
      PDF Document
    - Instructions
      - instructionModule10
        Jupyter Notebook
      - InstructionModule3
        Jupyter Notebook
      - InstructionModule4
        Jupyter Notebook
      - instructionModule5
        Jupyter Notebook
      - instructionModule6
        Jupyter Notebook
      - instructionModule7.2
        Jupyter Notebook
      - instructionModule7
        Jupyter Notebook
      - instructionModule8 SVM
        Jupyter Notebook
      - instructionModule9
        Jupyter Notebook
    - Notes
      - Introduction to the course, basic learning types, basic ML tasks
        First lecture
        
        2 Sep 2025
      - Basic data collection, data representation, pre-processing
        Second lecture
        
        5 Sep 2025
      - Feature engineering, feature selection, feature extraction
        Third lecture
        
        9 Sep 2025
      - Unsupervised learning, clustering techniques
        Fourth lecture
        
        12 Sep 2025
      - Supervised learning
        Fifth lecture
        
        19 Sep 2025
    - PDF Lectures
      - 5ARE0-Lecture-20250902
        PDF Document
      - 5ARE0-Lecture-20250905
        PDF Document
      - 5ARE0-Lecture-20250909
        PDF Document
      - 5ARE0-Lecture-20250912
        PDF Document
      - 5ARE0-Lecture-20250916
        PDF Document
      - 5ARE0-Lecture-20250919
        PDF Document
  - Human and ethical aspects of AI
    - 5ARC0 Study Guide (2)
      PDF Document
    - Coursebook
      PDF Document
    - Assignment
      - 5ARC0 Case Descriptions 2025 Aug
        PDF Document
      - AI for ethics review Phase II AIER
        PDF Document
      - Assignment Phase 1 Format
        PDF Document
      - Client Meeting
        Assignment 1 - Meeting with the client to discuss AI for ethics review
        
        8 Sep 2025
    - Notes
      - Introduction to ethics and the course
        First lecture
        
        2 Sep 2025
      - Philosophical fundamentals of AI
        Second lecture
        
        4 Sep 2025
      - Design for Values and AI
        Third lecture
        
        9 Sep 2025
      - Fairness and AI
        Fourth lecture
        
        11 Sep 2025
      - Responsibility and AI
        Fifth lecture
        
        16 Sep 2025
      - Sustainability and AI
        Sixth lecture
        
        17 Sep 2025
      - The Opacity Problem in ML
        Seventh lecture
        
        21 Sep 2025
      - Two value paradigms for human-AI interaction
        Eighth lecture
        
        25 Sep 2025
      - Moral machines
        Ninth lecture
        
        10 Oct 2025
      - Superintelligence and risks of AI
        Tenth lecture
        
        10 Oct 2025
    - Past Exams
      - 2022 Exam Answer Key
        PDF Document
      - 2022Exam
        PDF Document
      - 2023 5ARC0 Final Exam Key
        PDF Document
      - 2023 Written Exam
        PDF Document
      - 2023-10-17 Practice Exam Key
        PDF Document
      - 2023-10-17 Practice Exam
        PDF Document
      - 2024 Exam Answer Key
        PDF Document
      - 2025 Sample Exam Questions (No answers)
        PDF Document
      - 2025-10-23 MC Questions Copilot
        PDF Document
      - Practice Exam New Topics Key
        PDF Document
    - PDF Lectures
      - Lecture 1
        PDF Document
      - Lecture 10
        PDF Document
      - Lecture 2
        PDF Document
      - Lecture 3
        PDF Document
      - Lecture 4
        PDF Document
      - Lecture 5
        PDF Document
      - Lecture 6
        PDF Document
      - Lecture 7
        PDF Document
      - Lecture 8
        PDF Document
      - Lecture 9
        PDF Document
    - Readings
      - MHC Santoni Hoven
        PDF Document
      - Reading 24 Sept Awad
        PDF Document
      - Reading 24 Sept Goodall
        PDF Document
      - Shneiderman 2020
        PDF Document
      - singularityjcs
        PDF Document
      - Zednik
        PDF Document
  - Software Engineering for AI
    - Assesment
      Course assesment
      
      3 Sep 2025
    - Git and Github Tutorial-Assignment 1
      This is the Readme file for the first assignment and weighs a 10% of the total grade
      
      4 sep 2025