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8 changes: 2 additions & 6 deletions docs/source/library_gen/bring_your_own_library.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@
"id": "54543f7b",
"metadata": {},
"source": [
"For this example we will build a grid from the SPHINX public data release, which can be found [here](https://github.com/HarleyKatz/SPHINX-20-data), and contains mock observations of 1380 galaxies from 10 different orientations at z=4.6 to 10 from the radiation-hydrodynamic cosmological simulation SPHINX."
"For this example we will build a grid from the SPHINX public data release, which can be found [here](https://github.com/HarleyKatz/SPHINX-20-data), and contains mock observations of 1380 galaxies from 10 different orientations at z=4.6 to 10 from the radiation-hydrodynamic cosmological simulation [SPHINX](https://sphinx.univ-lyon1.fr/)."
]
},
{
Expand Down Expand Up @@ -267,11 +267,7 @@
]
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"metadata": {},
"nbformat": 4,
"nbformat_minor": 5
}
12 changes: 2 additions & 10 deletions docs/source/sbi_train/feature_array.ipynb
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Expand Up @@ -7,9 +7,9 @@
"source": [
"# Creating a Feature Array\n",
"\n",
"The first part in training an model with Synference is to create a feature array from the generated model library. This feature array will be used as the training data for the inference model.\n",
"The first step when training a model with Synference is to create a feature array from the generated model library. This feature array will be used as the training data for the inference model.\n",
"\n",
"This can included any of the following:\n",
"This can include any of the following:\n",
"- Normalization: Scaling the features to a common range.\n",
"- Noise modelling: Adding realistic noise to the features to simulate observational conditions.\n",
"- Customising features: Selecting specific features or combinations of features that are most relevant for the inference task.\n",
Expand Down Expand Up @@ -197,14 +197,6 @@
"fitter.create_feature_array(scatter_fluxes=True, depths=depths)"
]
},
{
"cell_type": "markdown",
"id": "33cc1301",
"metadata": {},
"source": [
"## Missing Fluxes"
]
},
{
"cell_type": "markdown",
"id": "9ecf97ec",
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