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Merge pull request #272 from bjarthur/bja/trainspikingnet
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add TrainSpikingNet
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allison-truhlar authored Jul 16, 2024
2 parents 23c759e + 8de6057 commit 242e37a
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2 changes: 2 additions & 0 deletions .github/actions/validTagsList.json
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"Expansion microscopy (ExM)",
"Image registration",
"Lightsheet fluorescence microscopy (LFSM)",
"Modelling",
"Neural recording",
"Segmentation",
"Sequence analysis",
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"software ecosystem": [
"BigDataViewer",
"Blender",
"CUDA",
"Fiji",
"ImgLib2",
"Janelia Workstation",
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133 changes: 69 additions & 64 deletions src/content/projects/_project-template.md
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#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",
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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",
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usage environment:
[
Cloud,
Google Colab,
HPC cluster,
Jupyter notebook,
Local installation,
Web browser,
"Cloud",
"Google Colab",
"HPC cluster",
"Jupyter notebook",
"Local installation",
"Web browser",
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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",
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supported file types:
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29 changes: 29 additions & 0 deletions src/content/projects/trainspikingnet.md
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---
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.

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