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 	<li> Notebook 9.3 - Ensembling: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap09/9_3_Ensembling.ipynb">ipynb/colab </a>
 	<li> Notebook 9.4 - Bayesian approach: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap09/9_4_Bayesian_Approach.ipynb">ipynb/colab </a>
 	<li> Notebook 9.5 - Augmentation <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap09/9_5_Augmentation.ipynb">ipynb/colab </a>
-	<li> Notebook 10.1 - 1D covolution: (coming soon)
-	<li> Notebook 10.2 - Convolution for MNIST-1D: (coming soon)
-	<li> Notebook 10.3 - 2D convolution: (coming soon)
-	<li> Notebook 10.4 - Downsampling & upsampling: (coming soon)
-	<li> Notebook 10.5 - Convolution for MNIST: (coming soon)
+	<li> Notebook 10.1 - 1D convolution: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap10/10_1_1D_Convolution.ipynb">ipynb/colab </a>
+	<li> Notebook 10.2 - Convolution for MNIST-1D: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb">ipynb/colab </a>
+	<li> Notebook 10.3 - 2D convolution: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap10/10_3_2D_Convolution.ipynb">ipynb/colab </a>
+	<li> Notebook 10.4 - Downsampling & upsampling: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap10/10_4_Downsampling_and_Upsampling.ipynb">ipynb/colab </a>
+	<li> Notebook 10.5 - Convolution for MNIST: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap10/10_5_Convolution_For_MNIST.ipynb">ipynb/colab </a>
 	<li> Notebook 11.1 - Shattered gradients: (coming soon)
 	<li> Notebook 11.2 - Residual networks: (coming soon)
 	<li> Notebook 11.3 - Batch normalization: (coming soon)
 	<li> Notebook 12.1 - Self-attention: (coming soon)
 	<li> Notebook 12.2 - Multi-head self-attention: (coming soon)
 	<li> Notebook 12.3 - Tokenization: (coming soon)
-	<li> Notebook 12.4 - Decoding strategies: (coming soon)
+	<li> Notebook 12.4 - Decoding strategies: <a href="https://github.com/udlbook/udlbook/blob/main/Notebooks/Chap12/12_4_Decoding_Strategies.ipynb">ipynb/colab </a>
 	<li> Notebook 13.1 - Encoding graphs: (coming soon)
 	<li> Notebook 13.2 - Graph classification : (coming soon)
 	<li> Notebook 13.3 - Neighborhood sampling: (coming soon)