snn model pruning, quantization, optimizations

docs/tutorials/tutorials.rst

@@ -54,6 +54,12 @@ 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_7_neuromorphic_datasets.ipynb
 
+   * - `Tutorial 8 <https://github.com/satabios/snntorch/blob/master/examples/sconce_model_compression_pruning.ipynb>`_
+     - Model Compresion: sconce + 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/sconce_model_compression_pruning.ipynb
+
 
 
 .. list-table::
@@ -78,9 +84,14 @@ 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_regression_2.ipynb
 
+   * - `Model Pruning <https://github.com/satabios/snntorch/blob/master/examples/sconce_model_compression_pruning.ipynb>`_
+      - .. image:: https://colab.research.google.com/assets/colab-badge.svg
+      :alt: Open In Colab
+      :target: https://github.com/satabios/snntorch/blob/master/examples/sconce_model_compression_pruning.ipynb
 
    * - `Accelerating snnTorch on IPUs <https://snntorch.readthedocs.io/en/latest/tutorials/tutorial_ipu_1.html>`_
      -       —
 
 
-Future tutorials on spiking neurons and training are under development. 
+
+Future tutorials on spiking neurons and training are under development.