diff --git a/machine-learning-hats/notebooks/4-conv2d.ipynb b/machine-learning-hats/notebooks/4-conv2d.ipynb index 551c399..dcc2745 100644 --- a/machine-learning-hats/notebooks/4-conv2d.ipynb +++ b/machine-learning-hats/notebooks/4-conv2d.ipynb @@ -55,14 +55,13 @@ "### Convolution Operation\n", "Two-dimensional convolutional layer for image height $H$, width $W$, number of input channels $C$, number of output kernels (filters) $N$, and kernel height $J$ and width $K$ is given by:\n", "\n", - "\\begin{align}\n", - "\\label{convLayer}\n", - "\\boldsymbol{Y}[v,u,n] &= \\boldsymbol{\\beta}[n] + \\sum_{c=1}^{C} \\sum_{j=1}^{J} \\sum_{k=1}^{K} \\boldsymbol{X}[v+j,u+k,c]\\, \\boldsymbol{W}[j,k,c,n]\\,,\n", - "\\end{align}\n", + "$$\n", + "\\boldsymbol{Y}[v,u,n] = \\boldsymbol{\\beta}[n] + \\sum_{c=1}^{C} \\sum_{j=1}^{J} \\sum_{k=1}^{K} \\boldsymbol{X}[v+j,u+k,c]\\, \\boldsymbol{W}[j,k,c,n]\\,,\n", + "$$\n", "\n", "where $Y$ is the output tensor of size $V \\times U \\times N$, $W$ is the weight tensor of size $J \\times K \\times C \\times N$ and $\\beta$ is the bias vector of length $N$ .\n", "\n", - "The example below has $C=1$ input channel and $N=1$ ($J\\times K=3\\times 3$) kernel [credit](https://towardsdatascience.com/types-of-convolution-kernels-simplified-f040cb307c37):\n", + "The example below has $C=1$ input channel and $N=1$ ($J\\times K=3\\times 3$) kernel ([credit](https://towardsdatascience.com/types-of-convolution-kernels-simplified-f040cb307c37)):\n", "\n", "![convolution](https://miro.medium.com/v2/resize:fit:780/1*Eai425FYQQSNOaahTXqtgg.gif)" ] @@ -84,7 +83,7 @@ "source": [ "### Pooling\n", "\n", - "We also add pooling layers to reduce the image size between layers. For example, max pooling: (also from [here]([page](https://cs231n.github.io/convolutional-networks/))\n", + "We also add pooling layers to reduce the image size between layers. For example, max pooling (also from [here]([page](https://cs231n.github.io/convolutional-networks/))):\n", "\n", "![maxpool](https://cs231n.github.io/assets/cnn/maxpool.jpeg)" ] diff --git a/machine-learning-hats/notebooks/5-gnn-cora.ipynb b/machine-learning-hats/notebooks/5-gnn-cora.ipynb index 180f253..acd6fe1 100644 --- a/machine-learning-hats/notebooks/5-gnn-cora.ipynb +++ b/machine-learning-hats/notebooks/5-gnn-cora.ipynb @@ -7,6 +7,8 @@ "source": [ "# Graph Neural Network (GNN) with PyTorch Geometric\n", "\n", + "Authors: Savannah Thais, Tony Aportela\n", + "\n", "The contents of this tutorial are heavily adapted from a similar one make by [Savannah Thais](https://github.com/savvy379) using tensorflow and keras.\n", "\n", "A graph $G=(N,E)$, comprising of nodes $N$ and edges $E$, is a versatile mathematical structure that can represent various data such as molecules, social networks, transportation systems, etc. Nodes and edges may have associated features like geometric or non-geometric information. Graphs can be directed or undirected, and GNNs, with their ability to handle graphs of varying shapes and sizes, are well-suited for diverse applications including High Energy Physics (HEP). \n", @@ -493,7 +495,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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