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Updating instructions for colab
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gabhijith authored Jan 14, 2025
1 parent 583041b commit df3ee93
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16 changes: 16 additions & 0 deletions machine-learning-das/notebooks/1-datasets-uproot.ipynb
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"Authors: Javier Duarte, Raghav Kansal\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run this cell if you are using google colab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install uproot"
]
},
{
"cell_type": "markdown",
"metadata": {},
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17 changes: 17 additions & 0 deletions machine-learning-das/notebooks/2-boosted-decision-tree.ipynb
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"Authors: Raghav Kansal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run this cell if you are using google colab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install uproot\n",
"!pip install xgboost"
]
},
{
"cell_type": "markdown",
"metadata": {
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17 changes: 17 additions & 0 deletions machine-learning-das/notebooks/3.1-dense-keras.ipynb
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Expand Up @@ -13,6 +13,23 @@
"Authors: Javier Duarte, Raghav Kansal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run this cell if you are using google colab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install uproot\n",
"!pip install xgboost"
]
},
{
"cell_type": "markdown",
"metadata": {
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17 changes: 17 additions & 0 deletions machine-learning-das/notebooks/3.2-dense-pytorch.ipynb
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"Authors: Javier Duarte, Tyler Mitchell, Raghav Kansal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run this cell if you are using google colab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install uproot\n",
"!pip install xgboost"
]
},
{
"cell_type": "markdown",
"metadata": {
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},
"source": [
"# Jet Tagging with Permutation Invariance\n",
"Author: Abhijith Gandrakota, Jennifer Ngadiuba\n",
"\n",
"In this notebook we will see an implementation of the Transformer architecture for sets applied to the jet tagging task. For *sets* it is meant here a point cloud, i.e. a set of nodes without edges. We will instead use Multi-Head Attention to learn which nodes (or particles) have strong pair-wise interaction.\n",
"\n",
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