M-Lab of Adaptive Intelligence @ EPFL
- 170 followers
- Swiss Federal Institute of Technology
- http://mackenziemathislab.org
- @mwmathislab
- mackenzie@post.harvard.edu

We are a team of neuroscientists, computer scientists, and enigneers that come together to tackle one of the largest challanges in science - how does the brain drive adaptive behavior.Namely, our world is always changing: how do our brains adapt? We develop new machine learning methods that enable us to understand the mechanisms underlying adaptive behavior in intelligence systems, aka “adaptive intelligence”.
- From 2017-2023 we were also called the Adaptive Motor Control Lab (hence the org name!) but decided to rename ourselves to the M-Lab of Adaptive Intelligence (M for Mackenzie 💙) to better reflect our ML, CV, and systems neuro sides of the lab 🖤. We still really like sensorimotor control though!
Check out ourwebsite for more information, and see our open source code below!
Of particular interest:
- DeepLabCut: for animal pose estimation.
- DLC2Kinematics for processing DeepLabCut data for kinematic analysis.
- CEBRA: for supervised and unsupervised dimensionality reduction (behavioral data, neural, or both!).
- AmadeusGPT: for using large language models as systems for behavioral analysis.
- CellSeg3D: for 3D mesoSPIM segmentation of cell soma.
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- DLC2Kinematics
DLC2Kinematics Publica module for kinematic analysis of deeplabcut outputs
- JoystickControlSystem
JoystickControlSystem Publicjoystick system used in Mathis et al, 2017
- AmadeusGPT
AmadeusGPT PublicWe turn natural language descriptions of behaviors into machine-executable code
- CEBRA-demos
CEBRA-demos PublicCEBRA Demo Notebooks. Please see all of them at the URL below:
Repositories
- CEBRA Public
Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA
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AdaptiveMotorControlLab/CEBRA’s past year of commit activity - .github Public
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AdaptiveMotorControlLab/.github’s past year of commit activity - element-deeplabcut Public Forked fromdatajoint/element-deeplabcut
DataJoint Element for behavioral analysis with DeepLabCut
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AdaptiveMotorControlLab/CEBRA-assets’s past year of commit activity - LLaVAction Public
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AdaptiveMotorControlLab/LLaVAction’s past year of commit activity
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