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Added Optuna Tutorial #270

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Added Optuna Tutorial #270

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cfa5b77
Added Optuna Tutorial.
retospect Dec 6, 2023
01bcac7
Merge branch 'master' into master
jeshraghian Oct 3, 2024
073243f
update ipynb optuna tutorial for readability
jeshraghian Oct 3, 2024
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3 changes: 3 additions & 0 deletions .gitignore
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Original file line number Diff line number Diff line change
Expand Up @@ -109,5 +109,8 @@ snnenv-rog/
.vscode/
.idea/

# OSX folder settings
.DS_Store

# Additional Files
dataset/
15 changes: 11 additions & 4 deletions docs/tutorials/tutorials.rst
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@@ -1,4 +1,4 @@
The tutorial consists of a series of Google Colab notebooks. Static non-editable versions are also available.
The tutorial consists of a series of Google Colab notebooks. Static non-editable versions are also available.


.. list-table::
Expand Down Expand Up @@ -33,13 +33,14 @@ The tutorial consists of a series of Google Colab notebooks. Static non-editable
:alt: Open In Colab
:target: https://colab.research.google.com/github/jeshraghian/snntorch/blob/master/examples/tutorial_4_advanced_neurons.ipynb


* - `Tutorial 5 <https://snntorch.readthedocs.io/en/latest/tutorials/tutorial_5.html>`_
- Training Spiking Neural Networks with snnTorch
- .. image:: https://colab.research.google.com/assets/colab-badge.svg
:alt: Open In Colab
:target: https://colab.research.google.com/github/jeshraghian/snntorch/blob/master/examples/tutorial_5_FCN.ipynb



* - `Tutorial 6 <https://snntorch.readthedocs.io/en/latest/tutorials/tutorial_6.html>`_
- Surrogate Gradient Descent in a Convolutional SNN
- .. image:: https://colab.research.google.com/assets/colab-badge.svg
Expand Down Expand Up @@ -104,4 +105,10 @@ The tutorial consists of a series of Google Colab notebooks. Static non-editable
:target: https://colab.research.google.com/github/jeshraghian/snntorch/blob/master/examples/tutorial_stmnist.ipynb


Future tutorials on spiking neurons and training are under development.
* - `Multi-objective snnTorch hyperparameter tuning with Optuna <https://snntorch.readthedocs.io/en/latest/tutorials/tutorial_optuna.html>`_
- .. image:: https://colab.research.google.com/assets/colab-badge.svg
:alt: Open In Colab
:target: https://colab.research.google.com/github/jeshraghian/snntorch/blob/master/examples/tutorial_optuna.ipynb

Future tutorials on spiking neurons and training are under development.

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