6 EC
Semester 1, period 2
5093PHLI6Y
This course offers an exploration of modern quantitative biology through the lens of physics. We will learn how core principles from statistical mechanics, non-linear dynamics, information theory, and condensed matter can be applied to explain fundamental biological phenomena. We will also discus the opposite: how living systems pose a fundamental challenge to physics. We address the physics of living systems through four interconnected and fundamental concepts: information, dynamics, emergence & learning.
Lecture notes, Select readings
Please come prepared with your own computational environment (Python, Matlab, etc) for numerical explorations
Activity | Hours | |
Hoorcollege | 28 | |
Tentamen | 3 | |
Werkcollege | 14 | |
Self study | 123 | |
Total | 168 | (6 EC x 28 uur) |
Programme's requirements concerning attendance (TER-B):
| Item and weight | Details |
|
Final grade | |
|
0.4 (40%) Tentamen | |
|
0.1 (10%) AI Diary | |
|
0.4 (40%) Project | |
|
0.1 (10%) Lecture/Werkcollege Discussion |
For the project assignment you will work in a group and present your project findings, along with a Jupyter-style notebook towards the end of the course. Project topics will be available at the end of the first week.
For the lecture and werkcollege discussion, there will be readings assigned every week, as well as exercises. You are expected to participate in the ongoing discussion generated by these assignments, and this will be assessed randomly throughout the course.
For the AI diary, each student will individually construct a detailed document describing how they have learned to collaborate with AI tools (e.g., for coding, brainstorming, understanding concepts) during the course. The diary should critically reflect on
the benefits, challenges, and even ethics of this collaboration.
The 'Regulations governing fraud and plagiarism for UvA students' applies to this course. This will be monitored carefully. Upon suspicion of fraud or plagiarism the Examinations Board of the programme will be informed. For the 'Regulations governing fraud and plagiarism for UvA students' see: www.student.uva.nl
| Weeknummer | Onderwerpen | Studiestof |
| 1 | Introduction, Entropy, Project Topics | |
| 2 | Random walks, Brownian motion, Diffusion | |
| 3 | Nonlinear dynamics: from neural firing to populations | |
| 4 | Emergence | |
| 5 | Gene regulation, systems biology | |
| 6 | Information theory | |
| 7 | Physics of Learning | |
| 8 | Final exam, project notebook |