Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

add TrainSpikingNet #272

Merged
merged 3 commits into from
Jul 16, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 2 additions & 0 deletions .github/actions/validTagsList.json
Original file line number Diff line number Diff line change
Expand Up @@ -57,6 +57,7 @@
"Expansion microscopy (ExM)",
"Image registration",
"Lightsheet fluorescence microscopy (LFSM)",
"Modelling",
"Neural recording",
"Segmentation",
"Sequence analysis",
Expand All @@ -76,6 +77,7 @@
"software ecosystem": [
"BigDataViewer",
"Blender",
"CUDA",
"Fiji",
"ImgLib2",
"Janelia Workstation",
Expand Down
Binary file added public/project-images/trainspikingnet.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
133 changes: 69 additions & 64 deletions src/content/projects/_project-template.md
Original file line number Diff line number Diff line change
Expand Up @@ -39,86 +39,91 @@ youtube params: "Optional. Supports any YouTube params: https://developers.googl
#Optional "tag" fields. Select tags from the provided options - delete the options that are not applicable. If you feel another option is required to describe your project, add it and then note this in your pull request.
development team:
[
Branson Lab,
Dudman Lab,
Pachitariu Lab,
Preibisch Lab,
Saalfeld Lab,
Stringer Lab,
Turaga Lab,
CellMap,
FlyEM,
FlyLight,
MouseLight,
MultiFISH,
Scientific Computing Software,
"Ahrens Lab",
"Branson Lab",
"Dudman Lab",
"Pachitariu Lab",
"Preibisch Lab",
"Saalfeld Lab",
"Stringer Lab",
"Turaga Lab",
"CellMap",
"FlyEM",
"FlyLight",
"MouseLight",
"MultiFISH",
"Scientific Computing Software",
]
programming language:
[
C++,
Go,
Java,
Julia,
Kotlin,
MATLAB,
Nextflow,
Python,
Javascript,
Typescript,
"C++",
"Go",
"Java",
"Julia",
"Kotlin",
"MATLAB",
"Nextflow",
"Python",
"Javascript",
"Typescript",
]
open source license:
[BSD-3 Clause, BSD-2 Clause, CC-by-0, GPL-2.0, GPL-3.0, MIT]
["BSD-3 Clause", "BSD-2 Clause", "CC-by-0", "GPL-2.0", "GPL-3.0", "MIT"]
software type:
[
Command line application,
Fiji plugin,
Framework,
GUI application,
Native application,
Package,
Service,
Web application,
Website,
"Command line application",
"Fiji plugin",
"Framework",
"GUI application",
"Native application",
"Package",
"Service",
"Web application",
"Website",
]
use case:
[
Annotation,
Calcium imaging,
Confocal light microscopy (LM),
Containerization,
Correlative light EM (CLEM),
Electron microscopy (EM),
Electrophysiology,
Expansion microscopy (ExM),
Image registration,
Lightsheet fluorescence microscopy (LFSM),
Neural recording,
Segmentation,
Sequence analysis,
Single-molecule localization microscopy (SMLM),
Spatial transcriptomics,
Tool packaging/distribution,
"Annotation",
"Calcium imaging",
"Confocal light microscopy (LM)",
"Containerization",
"Correlative light EM (CLEM)",
"Electron microscopy (EM)",
"Electrophysiology",
"Expansion microscopy (ExM)",
"Image registration",
"Lightsheet fluorescence microscopy (LFSM)",
"Modelling",
"Neural recording",
"Segmentation",
"Sequence analysis",
"Single-molecule localization microscopy (SMLM)",
"Spatial transcriptomics",
"Tool packaging/distribution",
"Visualization",
]
usage environment:
[
Cloud,
Google Colab,
HPC cluster,
Jupyter notebook,
Local installation,
Web browser,
"Cloud",
"Google Colab",
"HPC cluster",
"Jupyter notebook",
"Local installation",
"Web browser",
]
software ecosystem:
[
BigDataViewer,
Fiji,
ImgLib2,
Janelia Workstation,
Java Virtual Machine,
Napari,
PyTorch,
Spark,
Tensorflow,
"BigDataViewer",
"Blender",
"CUDA",
"Fiji",
"ImgLib2",
"Janelia Workstation",
"Java Virtual Machine",
"Napari",
"PyTorch",
"Spark",
"Tensorflow",
]
supported file types:
[
Expand Down
29 changes: 29 additions & 0 deletions src/content/projects/trainspikingnet.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,29 @@
---
title: TrainSpikingNet
tagline: "train a spiking recurrent neural network"
maintainer: ben arthur
#project type - Required. Pick one of the three options - delete the other two.
project type: [Other]
github link: https://github.com/SpikingNetwork/TrainSpikingNet.jl
documentation link: https://github.com/SpikingNetwork/TrainSpikingNet.jl?tab=readme-ov-file
installation instructions link: https://github.com/SpikingNetwork/TrainSpikingNet.jl?tab=readme-ov-file#installation
preferred contact method: mailto:[email protected]
how to cite text: "Arthur, Kim, Chen, Preibisch, and Darshan (2023), A scalable implementation of the recursive least-squares algorithm for training spiking neural networks"
how to cite link: "https://doi.org/10.3389/fninf.2023.1099510"
image file: ./trainspikingnet.png
image caption: a recurrent neural network
youtube url: https://www.youtube.com/watch?v=VWISCzC2kOs
youtube caption: TrainSpikingNet talk at JuliaCon 2022
#Optional "tag" fields. Select tags from the provided options - delete the options that are not applicable. If you feel another option is required to describe your project, add it and then note this in your pull request.
development team: [Scientific Computing Software]
programming language: [Julia]
open source license: [BSD-3 Clause]
software type: [Command line application]
use case: [Calcium imaging, Electrophysiology, Modelling, Neural recording]
usage environment: [HPC cluster, Local installation]
software ecosystem: [CUDA]
supported file types: []
---

TrainSpikingNet uses recursive least squares to train fluctation-driven spiking
recurrent neural networks to recapitulate arbitrary temporal activity patterns.