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Update MNIST_Landmarks.ipynb per AMS suggestions
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lmcinnes authored Oct 19, 2024
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"UMAP is useful for generating visualisations, but if you want to make use of UMAP more generally for machine learning tasks it is important to be be able to train a model and then later pass new data to the model and have it transform that data into the learned space. For example if we use UMAP to learn a latent space and then train a classifier on data transformed into the latent space then the classifier is only useful for prediction if we can transform data for which we want a prediction into the latent space the classifier uses."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "464ec109-f662-4201-8c77-ea7f87beb5a3",
"metadata": {},
"outputs": [],
"source": [
"!pip install keras scikit-learn umap-learn matplotlib numpy pandas"
]
},
{
"cell_type": "code",
"execution_count": 2,
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"import matplotlib.pyplot as plt\n",
"\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
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