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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 94-775/95-865: Dimensionality Reduction with Images\n",
"\n",
"Author: George H. Chen (georgechen [at symbol] cmu.edu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start with some usual boilerplate code:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('seaborn')\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading in a handwritten digit dataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torchvision\n",
"import torchvision.transforms as transforms\n",
"\n",
"train_dataset = torchvision.datasets.MNIST(root='data/',\n",
" train=True,\n",
" transform=transforms.ToTensor(),\n",
" download=True)\n",
"images = np.array([image.numpy() for image, label in train_dataset])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(60000, 1, 28, 28)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"60000\n"
]
}
],
"source": [
"num_images = images.shape[0]\n",
"print(num_images)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"feature_vectors = images.reshape(num_images, -1) # flattens out each training image"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(60000, 784)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_vectors.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# we will work with a subsample of the data\n",
"np.random.seed(0)\n",
"random_sample = np.random.permutation(num_images)[:10000] # 10000 random indices"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 3048, 19563, 58303, ..., 15241, 26970, 26146])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"random_sample"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"30540"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.random.randint(num_images)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fc15c832d90>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# you can re-run this to see random digits\n",
"plt.imshow(feature_vectors[np.random.randint(num_images)].reshape(28, 28),\n",
" cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with PCA"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2) # project data down to 2 dimensions\n",
"feature_vectors_pca2d = pca.fit_transform(feature_vectors[random_sample])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.09845053, 0.07117984], dtype=float32)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fc15226ac90>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(feature_vectors_pca2d[:, 0], feature_vectors_pca2d[:, 1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with t-SNE"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[t-SNE] Computing 121 nearest neighbors...\n",
"[t-SNE] Indexed 10000 samples in 0.005s...\n",
"[t-SNE] Computed neighbors for 10000 samples in 3.581s...\n",
"[t-SNE] Computed conditional probabilities for sample 1000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 2000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 3000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 4000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 5000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 6000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 7000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 8000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 9000 / 10000\n",
"[t-SNE] Computed conditional probabilities for sample 10000 / 10000\n",
"[t-SNE] Mean sigma: 2.123683\n",
"[t-SNE] KL divergence after 250 iterations with early exaggeration: 85.763992\n",
"[t-SNE] KL divergence after 5000 iterations: 1.706056\n"
]
}
],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"tsne = TSNE(n_components=2, verbose=1, perplexity=40, n_iter=5000, random_state=0)\n",
"feature_vectors_tsne2d = tsne.fit_transform(feature_vectors[random_sample])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fc0f0c32950>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(feature_vectors_tsne2d[:, 0], feature_vectors_tsne2d[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"labels = np.array([label for image, label in train_dataset])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([5, 0, 4, ..., 5, 6, 8])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([3, 6, 6, ..., 1, 9, 2])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels[random_sample]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fc0f1b343d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# here we color each low-dimensional t-SNE point differently depending on its true known label for what digit the point corresponds to\n",
"# (in many applications we do not have this sort of label information!)\n",
"plt.scatter(feature_vectors_tsne2d[:, 0], feature_vectors_tsne2d[:, 1],\n",
" c=labels[random_sample], cmap='Set2')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fc0f114fdd0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# coloring the points by true digit label, now for PCA\n",
"plt.scatter(feature_vectors_pca2d[:, 0], feature_vectors_pca2d[:, 1],\n",
" c=labels[random_sample], cmap='Set2')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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