Alexander Mathis

EPFL SV BMI UPAMATHIS
Campus Biotech
Bâtiment H4
Chemin des mines 9
CH-1202 Genève

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Administrative data

Fields of expertise

Measuring and modeling behavior, machine learning, computational neuroscience

Publications

Selected publications

Other publications

Teaching & PhD

Teaching

Life Sciences Engineering

Courses

Applied software engineering for life sciences

We learn and apply software engineering principles to program projects in Python. Projects cover problems in life sciences, and will be developed over the course of the semester.

Brain-like computation and intelligence

Recent advances in machine learning have contributed to the emergence of powerful models for how humans and other animals reason and behave. In this course we will compare and contrast how such brain models as well as brains create intelligent behaviour.

Lecture series on scientific machine learning

This lecture presents ongoing work on how scientific questions can be tackled using machine learning. Machine learning enables extracting knowledge from data computationally and in an automatized way. We will learn on examples how this is influencing the very scientific method.