Attending to errors in predictive coding
Aug 8, 2024 - CCN GAC workshop, Boston, MA
Co-organizing a Generative Adversarial Collaboration (GAC) workshop for the 2024 Cognitive Computational Neuroscience (CCN) conference. Our aim with this workshop and associated position paper (currently under development) is to summarize key neural mechanisms behind predictive coding, from both theory and experimental standpoints, and to propose critical experiments for advancing the field. Researchers with relevant interests and expertise are invited to contribute to the paper. We are aiming to submit it in late Fall 2024.
Microlearning Project
Aug 2024 - Neuromatch Academy (NMA), virtual
Interactive project on the topic of microlearning, and specifically credit assignment and local learning rules in artificial and neural systems. Developed for the Neuromatch 2024 NeuroAI Summer School (NMA-NeuroAI 2024), and freely available here.
The OpenScope Databook: Replicating OpenScope Credit Assignment project figures
OpenScope Databook
Notebook for replicating figures from our OpenScope Credit Assignment papers (Gillon et al., 2023 and 2024). Developed as part of the Allen Institute's databook on reproducible data analysis and collaborative reuse of open datasets in neuroscience.
Unsupervised and Self-supervised Learning Tutorial
Aug 2021 - Neuromatch Academy (NMA), virtual
Interactive tutorial coding course materials introducing the topics of unsupervised and self-supervised learning. Developed for the Neuromatch 2021 Deep Learning Summer School (NMA-DL 2021), and freely available here.
Original development repository, hosting the backend code for the tutorial, available on GitHub.
7th Neurodata Without Borders (NWB) Hackathon
Feb 2020 - Allen Institute for Brain Science, Seattle, WA, USA
Codebase for converting OpenScope two-photon calcium imaging data to NWB format for distribution on DANDI Archive.