Q1 · MSc AI & Engineering Systems · TU/e 2026–27

Three courses, one quartile

Q1 opens with 8DM60 Multimodal AI in Biomedicine, 5CTA0 Statistical Signal Processing and DCB200 Aesthetics of Interaction. September is calm except for two hand-ins; October 14–29 drops seven things in a row, including both exams. Everything worth knowing, course by course.

Source: Canvas TU/e (courses 35710, 36692, 35390) + course GitHub repos · Sep 2026
3courses in parallel,
opposite work styles
7deliverables + 2 exams
+ 2 resit options
16days of crunch:
October 14–29

The calendar

DateWhat's due
Thu 3 Sep, 15:305CTA0 — introduction lecture, AUD 1 week 1
Fri 5 Sep8DM60 — confirm project group or you're dropped from the course blocking
Mon 8 Sep, 13:30DCB200 — Studio I: critique of analysis + experience prototype formative
Fri 11 Sep, 23:598DM60 — project topic proposal (max 400 words) hand-in
Tue 15 Sep, 13:30DCB200 — individual A3 poster (10% of grade) hand-in
Wed 14 Oct, 23:598DM60 — project: 1-page poster + reproducible code (ZIP) hand-in
Sun 18 Oct, 23:595CTA0 — lab report, via Ans Delft (30% of grade) hand-in
Tue 20 Oct, 13:30DCB200 — final prototype + video ≤90 s + pitch (60%) hand-in
Thu 22 Oct5CTA0 — lab presentations (15-min blocks) hand-in
Mon 26 Oct, 13:305CTA0 — written exam exam · 70%
Wed 28 Oct, 13:30–16:308DM60 — written exam exam · 85%
Thu 29 Oct, 17:00DCB200 — individual pictorial with reflection (20%). Note: the schedule page says Oct 30, 23:59, but the Canvas assignment closes Oct 30 at 12:00. Assume the earlier one. hand-in
resits5CTA0 — exam in January 2027 (date TBA) · 8DM60 — 20 Jan 2027, 18:00–21:00

Course by course

8DM60 · Wed 08:45–10:45 + self-study 10:45–12:45 · Veta, Eduati, Relouw, Stathonikos

Multimodal AI in Biomedicine

Multimodal AI applied to biomedicine: language models, vision models, omics, hospital data, clinical workflow integration and agentic AI. Flipped classroom from lecture 2 on: recent papers before class, the session itself is critical discussion. All material lives on github.com/tueimage/8dm60-multimodal-ai; Canvas is only for announcements and submissions.

Project (poster + code)15%
Exam multiple-choice questions20%
Exam questions on YOUR project15%
Open / problem-based questions50%

The project: groups of 5, chest X-rays paired with reports (Indiana University / OpenI dataset), starter notebook using MedGemma and QLoRA. You must go beyond the starter: own research question, baseline, quantitative evaluation, failure cases. The guided self-study sessions practice exactly the style of the open exam questions — 4–5 questions per session.

The October 28 exam includes 15% of questions specific to your own group's code and methods: the project is not just a grade, it's exam material. Also, the Oct 14 guest lecture (van Ginneken) is not part of the exam.

Difficulty: heavy weekly reading of recent papers; assumes neural networks and training are already known. Compute: GPU via one representative per group on the TU/e HPC-server, or free Colab.

5CTA0 · review Thu 13:30–15:30 AUD 1 + lab Mon 10:45–12:45 · Turco, Galli, Stevens

Statistical Signal Processing

The math course of the term: probability and random processes, estimation theory (MLE, CRLB, least squares, Bayes), spectral estimation and detection theory. Flipped classroom: videos and reader on Canvas, Thursday sessions are review and Q&A. There's a Discord server for TA questions.

Group lab of 4 (report + peer review + presentation)30%
Written exam (MC + open exercises)70%

To pass you need ≥5.0 on the exam and ≥5.5 averaged with the lab. No opt-out from the lab: skip it and it counts as 0. The exam allows a calculator, one self-made A4 sheet and the official formula sheet.

The lab (repo: tue-bmd/5cta0-project-student) starts now: form a group of 4 on Canvas before you can start. Canvas hosts old exams 2019–2022 with solutions plus the tutorial sets (SLT) with solutions — the material to work through for the exam. The exam repeats the same 4-block structure every year: probability (~1.5 pts), estimation (~2.75), spectral (~3.0), detection (~2.75).

This is the term's heaviest pure-concept course and the one to keep up with week by week: each block builds on the previous one, and the exam rewards hand-derivation muscle.
DCB200 · Tue 13:30–17:15, Helix 0.01 + stream · Goveia da Rocha, Winters, van Haren, Benjamin

Aesthetics of Interaction

Interaction design: aesthetics of interaction, experience prototyping, embodied and tangible interaction. You work in groups of ≤5 designing an aesthetic experience around an everyday ritual, through iterations: from lo-fi prototype to high-fidelity demonstrator, with critique sessions (studios) every two weeks. The week 1, 3 and 7 lectures don't fit everyone in Helix 0.01 — there's a livestream.

Individual A3 poster (analysis + redesign)10%
Final prototype + 60 s pitch40%
Video ≤90 s in context (sound design + credits)20%
Individual pictorial (DIS format) with theory reflection20%
Attitude (detail, critique, proactivity)10%

To pass: average above 5.5. The Sep 15 poster is individual: analyze an everyday ritual through Affordances and the Interaction Frogger Framework, redesign it using one of four papers, and bring an experience prototype to Studio I on Sep 8. Note: the poster goes through a plagiarism check (formative this time, no Examination Committee); the final pictorial doesn't get that leniency.

Avoid complex electronics in the final prototype. The video must credit third-party material and name all team members. The pictorial follows the DIS 2026 pictorials template — read it with time.

Difficulty: not hard by content but by cadence: manual iteration, public critique, design readings. Very different from the other two; the risk is letting it slide and having Oct 20 and 29 land on you at once.

How to attack it

September — get ahead

  • Close the groups: 8DM60 (5 people, confirm before Sep 5) and 5CTA0 (4 people, now).
  • Sep 11 and 15 are the month's only hand-ins: 8DM60 proposal and DCB200 poster.
  • Keep 5CTA0 up to date week by week (videos + reader before each review).
  • Pick an 8DM60 project question that's feasible on free Colab: the October crunch forgives nothing.

October — the avalanche

  • Week of the 14th: 8DM60 project (14), 5CTA0 lab (18), DCB200 final (20).
  • Week of the 21st: lab presentation (22), 5CTA0 exam (26), 8DM60 exam (28), pictorial (29).
  • All group work should be locked before October 10.
  • The exams are back to back: study 5CTA0 well ahead, not the weekend before.
Sources · 8DM60 on Canvas · 8DM60 repo · 5CTA0 on Canvas · 5CTA0 lab repo · DCB200 on Canvas · Compiled Sep 2026. If Osiris and Canvas disagree, Osiris wins.