110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 945901 6683147 945901 2840683608 2840683608 0 0 Ingenierie des sciences du vivant SV SV Faculté des sciences de la vie School of Life Sciences !itffichecours.htm?ww_i_matiere=3150387101&ww_x_anneeAcad=2840683608&ww_i_section=945901&ww_i_niveau=6683147 1696552884 1696552963 2025-2026 COURSE BOOKLET NX-414 Brain-like computation and intelligence Brain-like computation and intelligence Lecturers Mathis Alexander, Schrimpf Martin Language of teaching English Cursus Computational biology minor(2025-2026, Mineur : Computational Biology 2024-25)
Data science minor(2025-2026, Mineur : Data Science 2025-26)
Life Sciences Engineering(2025-2026, SV - Master 2024)
Life Sciences Engineering(2025-2026, SV - Master 2025)
Neuro-X minor(2025-2026, Mineur : Neuro-X 2025-26)
Neuro-X(2025-2026, SNX - Master 2024)
Neuro-X(2025-2026, SNX - Master 2025)
SemesterMand.OptionFilières
Ex
MA2, MA4x
 Credits 5 Session Summer Workload 150h Exam Written Number of positions Semester Spring Weeks 14 Hours 4 weekly
Courses 2 weekly
Exercises 2 weekly
Study planSemesterMand.OptionFilières
Ingénierie des sciences du vivant 2025-26MA2x
Ingénierie des sciences du vivant 2025-26MA4x
Mineur : Computational biology 2025-26Ex
Mineur : Data science 2025-26Ex
Mineur : Neuro-X 2025-26Ex
Neuro-X 2025-26MA2x
Neuro-X 2025-26MA4x
Cursus Sem. Type
Computational biology minor E Opt.
Data science minor E Opt.
Life Sciences Engineering MA2, MA4 Opt.
Neuro-X minor E Opt.
Neuro-X MA2, MA4 Opt.
Summary Recent advances in machine learning have contributed to the emergence of powerful models of animal perception and behavior. In this course we will compare the behavior and underlying mechanisms in these models as well as brains. Content

This comparison will be done based on contemporary models of vision, audition, touch, proprioception, motor control, language, and cognition.

Content

  • Classical models of sensory, motor and cognitive function

  • Goal-driven and data-driven brain modeling

  • Hierarchical and recurrent neural network models

  • Comparing models to neural data

  • Comparing modes to behavioral data

 Keywords

Python, NeuroAI, Deep Learning, Perception, Behavior, Motor Control and Learning, Skill Learning

 Learning Prerequisites Important concepts to start the course

Programming in Python, good mathematical background

 

 Learning Outcomes By the end of the course, the student must be able to:
  • Formulate models of brain function
  • Hypothesize about potential mechanisms that give rise to behavior
  • Design models of brain functions
  • Characterize the models
 Transversal skills
  • Demonstrate the capacity for critical thinking
  • Summarize an article or a technical report.
  • Write a scientific or technical report.
  • Set objectives and design an action plan to reach those objectives.
 Teaching methods

Lectures and exercises to discuss and work on problem sets (both numerical and analytical). There will be one project as part of this class, which is partially done outside of the classroom.

 

 Expected student activities

Attend lectures and take notes, participate in quizzes, the modeling project and read scientific articles. Complete problem sets and take the final exam.

 Assessment methods

The final mark is a combination of three evaluations: modeling project (30%), quizzes (20%), final exam (50%).

 Supervision Office hours Yes Assistants Yes Forum Yes Resources Moodle Link Neuro-X, 2025-2026, Master semestre 2 Neuro-X, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Neuro-X NX Neuro-X NX
Neuro-X NX Neuro-X NX
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Neuro-X, 2025-2026, Master semestre 4 Neuro-X, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Neuro-X NX Neuro-X NX
Neuro-X NX Neuro-X NX
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Ingénierie des sciences du vivant, 2025-2026, Master semestre 2 Life Sciences Engineering, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Ingénierie des sciences du vivant, 2025-2026, Master semestre 4 Life Sciences Engineering, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Mineur en Computational biology, 2025-2026, Semestre printemps Computational biology minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Computational biology MIN_IN_COMP_BIO Computational biology minor MIN_IN_COMP_BIO
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Mineur en Data science, 2025-2026, Semestre printemps Data science minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Data science MIN_DATA Data science minor MIN_DATA
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
Mineur en Neuro-X, 2025-2026, Semestre printemps Neuro-X minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Neuro-X MIN_NX Neuro-X minor MIN_NX
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Mathis Alexander 318514
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Schrimpf Martin 365581
Informatique IN Computer Science IN
3150387101 Brain-like computation and intelligence Brain-like computation and intelligence 5
Ecrit Written Crédit Credits 5 Session été Session summer ETE ETE
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