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name: ml-environment | |
channels: | |
- conda-forge | |
dependencies: | |
- python | |
- numpy | |
- pip | |
- pip: | |
- nbgitpuller | |
- sphinx-gallery | |
- pandas | |
- matplotlib | |
- scikit-learn |
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy,sklearn,sklearn.datasets,utils\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Principal Component Analysis\n", | |
"\n", | |
"In this exercise, we will experiment with two different techniques to compute the PCA components of a dataset:\n", | |
"\n", | |
"* **Standard PCA**: The standard technique based on eigenvalue decomposition.\n", | |
"\n", | |
"* **Iterative PCA**: A technique that iteratively optimizes the PCA objective.\n", | |
"\n", | |
"We consider a random subset of the Labeled Faces in the Wild (LFW) dataset, readily accessible from sklearn, and we apply some basic preprocessing to discount strong variations of luminosity and contrast." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"(150, 62, 47)\n" | |
] | |
} | |
], | |
"source": [ | |
"X = sklearn.datasets.fetch_lfw_people(resize=0.5)['images']\n", | |
"X = X[numpy.random.mtrand.RandomState(1).permutation(len(X))[:150]]*1.0\n", | |
"X = X - X.mean(axis=(1,2),keepdims=True)\n", | |
"X = X / X.std(axis=(1,2),keepdims=True)\n", | |
"print(X.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Two functions are provided for your convenience and are available in `utils.py` that is included in the zip archive. The functions are the following:\n", | |
"\n", | |
"* **`utils.scatterplot`** produces a scatter plot from a two-dimensional data set.\n", | |
"\n", | |
"* **`utils.render`** takes an array of data points or objects of similar shape, and renders them in the IPython notebook.\n", | |
"\n", | |
"Some demo code that makes use of these functions is given below." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 216x216 with 1 Axes>", | |
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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"utils.scatterplot(X[:,32,20],X[:,32,21]) # Plot relation between adjacent pixels\n", | |
"utils.render(X[:30],15,2,vmax=5) # Display first 30 examples in the data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## PCA with Eigenvalue Decomposition (15 P)\n", | |
"\n", | |
"Principal components can be found by solving the eigenvalue problem\n", | |
"\n", | |
"$$\n", | |
"S \\boldsymbol{w} = \\lambda \\boldsymbol{w}.\n", | |
"$$\n", | |
"\n", | |
"where $S = \\sum_{k=1}^N (\\boldsymbol{x}_k - \\boldsymbol{m}) (\\boldsymbol{x}_k - \\boldsymbol{m})^\\top$ is the scatter matrix, and where $\\boldsymbol{m} = \\frac1N \\sum_{k=1}^N \\boldsymbol{x}_k$ is the mean vector.\n", | |
"\n", | |
"**Tasks:**\n", | |
"\n", | |
"* **Compute the principal components of the data using the function `numpy.linalg.eigh`.**\n", | |
"* **Measure the computational time required to find the principal components. Use the function `time.time()` for that purpose. Do *not* include in your estimate the computation overhead caused by loading the data, plotting and rendering.**\n", | |
"* **Plot the projection of the dataset on the first two principal components using the function `utils.scatterplot`.**\n", | |
"* **Visualize the 60 leading principal components using the function `utils.render`.**\n", | |
"\n", | |
"Note that if the algorithm runs for more than 1 minute, there may be some error in your implementation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"time: 4.462591 seconds\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 216x216 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[-0.00621368 -0.00564393 -0.00429687 ... -0.04618209 -0.04777808\n", | |
" -0.0477246 ]\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1058.4x368.64 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import numpy.linalg \n", | |
"import time\n", | |
"\n", | |
"tini = time.time()\n", | |
"\n", | |
"X = X.reshape(len(X),-1) #appears as a matrix of size number of data points x dimensions\n", | |
"X -= X.mean(axis=0)\n", | |
"S = numpy.dot(X.T,X) # X.T X transposed\n", | |
"\n", | |
"W,U = numpy.linalg.eigh(S) #W array of eigenvalues, U matrix of eigenvectors\n", | |
"\n", | |
"tfin = time.time()\n", | |
"\n", | |
"print('time: %3f seconds'%(tfin-tini))\n", | |
"\n", | |
"utils.scatterplot(X.dot(U[:,-1]),X.dot(U[:,-2]),xlabel='PCA1',ylabel='PCA2')\n", | |
"print(U[:,-1]) #keeping the last column\n", | |
"\n", | |
"utils.render(U[:,-60:][:,::-1].T,15,4) #[:,::-1]changes order of pictures\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"When looking at the scatter plot, we observe that much more variance is expressed in the first two principal components than in individual dimensions as it was plotted before. When looking at the principal components themselves which we render as images, we can see that the first principal components correspond to low-frequency filters that select for coarse features, and the following principal components capture progressively higher-frequency information and are also becoming more noisy." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Iterative PCA (15 P)\n", | |
"\n", | |
"The standard PCA method based on eigenvalues is quite expensive to compute. Instead, the power iteration algorithm looks only for the first component and finds it using an iterative procedure. It starts with an initial weight vector $\\boldsymbol{w}$, and repeatedly applies the update rule\n", | |
"\n", | |
"$$\n", | |
"\\boldsymbol{w} \\leftarrow S \\boldsymbol{w} \\,\\big/\\, \\|S \\boldsymbol{w}\\|.\n", | |
"$$\n", | |
"\n", | |
"Like for standard PCA, the objective that iterative PCA optimizes is $J(\\boldsymbol{w}) = \\boldsymbol{w}^\\top S \\boldsymbol{w}$ subject to the unit norm constraint for $\\boldsymbol{w}$. We can therefore keep track of the progress of the algorithm after each iteration.\n", | |
"\n", | |
"**Tasks:**\n", | |
"\n", | |
"* **Implement the iterative PCA algorithm. Use as a stopping criterion the value of $J(\\boldsymbol{w})$ between two iterations increasing by less than one.**\n", | |
"* **Print the value of the objective function $J(\\boldsymbol{w})$ at each iteration.**\n", | |
"* **Measure the time taken to find the principal component.**\n", | |
"* **Visualize the the eigenvector $\\boldsymbol{w}$ obtained after convergence using the function `utils.render`.**\n", | |
"\n", | |
"Note that if the algorithm runs for more than 1 minute, there may be some error in your implementation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[2914]\n", | |
"iteration 0 J(w) = 841.603\n", | |
"iteration 1 J(w) = 19861.509\n", | |
"iteration 2 J(w) = 29834.682\n", | |
"iteration 3 J(w) = 31879.577\n", | |
"iteration 4 J(w) = 32753.212\n", | |
"iteration 5 J(w) = 33809.078\n", | |
"iteration 6 J(w) = 35192.619\n", | |
"iteration 7 J(w) = 36782.429\n", | |
"iteration 8 J(w) = 38328.367\n", | |
"iteration 9 J(w) = 39603.554\n", | |
"iteration 10 J(w) = 40519.326\n", | |
"iteration 11 J(w) = 41113.167\n", | |
"iteration 12 J(w) = 41473.024\n", | |
"iteration 13 J(w) = 41682.170\n", | |
"iteration 14 J(w) = 41800.775\n", | |
"iteration 15 J(w) = 41867.099\n", | |
"iteration 16 J(w) = 41903.896\n", | |
"iteration 17 J(w) = 41924.223\n", | |
"iteration 18 J(w) = 41935.424\n", | |
"iteration 19 J(w) = 41941.588\n", | |
"iteration 20 J(w) = 41944.978\n", | |
"iteration 21 J(w) = 41946.841\n", | |
"iteration 22 J(w) = 41947.865\n", | |
"time: 0.593855 seconds\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 70.56x92.16 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tini = time.time()\n", | |
"\n", | |
"X = X.reshape(len(X),-1) #appears as a matrix of size number of data points x dimensions\n", | |
"X -= X.mean(axis=0)\n", | |
"\n", | |
"w = numpy.random.mtrand.RandomState(346537).normal(0,1,[X.shape[1]])\n", | |
"print([X.shape[1]])\n", | |
"\n", | |
"w = w/(w**2).sum()**.5 #divided by the norm\n", | |
"\n", | |
"S = numpy.dot(X.T,X)\n", | |
"\n", | |
"Jold = float('nan') #or -float('Inf')\n", | |
"\n", | |
"for it in range(100):\n", | |
" \n", | |
" Sw = numpy.dot(S,w)\n", | |
" w = Sw /(Sw**2).sum()**.5\n", | |
" J = numpy.dot(w,Sw)\n", | |
" \n", | |
" if J - Jold < 1:\n", | |
" break\n", | |
" \n", | |
" Jold = J\n", | |
" \n", | |
" print('iteration %2d J(w) = %10.3f'%(it,J ))\n", | |
" \n", | |
" tfin = time.time()\n", | |
"\n", | |
"print('time: %3f seconds'%(tfin-tini))\n", | |
"\n", | |
"utils.render(w,1,1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We observe that the computation time has decreased significantly. The difference of performance becomes larger as the number of dimensions increases. We can observe that the principal component is the same (sometimes up to a sign flip) as the one obtained by standard PCA." | |
] | |
} | |
], | |
"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": "3.8.5-final" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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import numpy,matplotlib | |
import matplotlib.pyplot as plt | |
def render(x,w,h,vmax=0.1): | |
x = x.reshape([h,w,62,47]) | |
z = numpy.ones([h,w,64,49])*vmax | |
z[:,:,1:-1,1:-1] = x | |
x = z.reshape([h,w,64,49]).transpose([0,2,1,3]).reshape([h*64,w*49]) | |
plt.figure(figsize=(0.49*2*w,0.64*2*h)) | |
plt.imshow(x,cmap=plt.cm.gray,vmin=-vmax,vmax=vmax) | |
plt.axis('off') | |
plt.show() | |
def scatterplot(x,y,xlabel='',ylabel=''): | |
plt.figure(figsize=(3,3)) | |
plt.xlabel(xlabel) | |
plt.ylabel(ylabel) | |
plt.plot(x,y,'.') | |
plt.show() |
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