diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.css b/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.css new file mode 100644 index 0000000..5725239 --- /dev/null +++ b/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.css @@ -0,0 +1,90 @@ +/* when setting overlay, + * (see metadata in notebook) + * + * it's your responsability to put all the pieces where you want + * even in the middle if that was what you wanted + * + */ + +div.myheader { + position: right; + margin-top: 1%; + margin-left: 5%; + font-size: large; +} + +.myheader img { + float: right; + width: 200px; +} + + +div.myfooter { + position: absolute; + background: red; + font-size: 120%; + right: 10%; +} + +div.cell.selected:before, div.cell.selected.jupyter-soft-selected:before{ + + background: #812432; +} + +div.cell.selected, div.cell.selected.jupyter-soft-selected { + border: 0px; +} + + +/* +RISE +*/ +.rise-enabled { + background-color: #ffffff !important; + border-top: 0px #812432 solid; + border-bottom: 0px #812432 solid; +} + +.rise-enabled .chalkboard-button i { + display: block !important; + bottom: 0em !important; + font-size: .8em !important; + color: #727272 !important; +} + +.rise-enabled .reveal .progress span { + background: #812432; +} +.question { + color: #008; +} + +.your_turn { + color: #e08414; + font-size: 150%; + font-weight: bold; +} + +.rendered_html h1 { + color: #812432; +} + +.fa-4x { + font-size: 2em; +} + +.rendered_html h2:first-child { + margin-top: -0.056em; +} + +.rendered_html table, .rendered_html th, .rendered_html tr, .rendered_html td { + font-size: 95%; +} + +.container.slides .celltoolbar, .container.slides .hide-in-slideshow { + display: None ! important; +} + +.reveal section img { + margin: auto; +} diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.ipynb b/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.ipynb new file mode 100644 index 0000000..e70757c --- /dev/null +++ b/AA2324/course/03_math_recap_eig_pca_3dmm/03_math_recap_eig_pca_3dmm.ipynb @@ -0,0 +1,3434 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Artificial Intelligence and Machine Learning \n", + "\n", + "\n", + "## Unit II \n", + "\n", + "## Eigendecomposition, Principal Component Analysis (PCA), 3DMM\n", + " \n", + " \n", + "**Iacopo Masi**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## My own latex definitions\n", + "$$\\gdef\\mbf#1{\\mathbf{#1}}$$\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "%matplotlib inline\n", + "#plt.style.use('seaborn-whitegrid')\n", + "\n", + "font = {'family' : 'Times New Roman',\n", + " 'weight' : 'bold',\n", + " 'size' : 12}\n", + "\n", + "matplotlib.rc('font', **font)\n", + "\n", + "\n", + "# Aux functions\n", + "\n", + "def plot_grid(Xs, Ys, axs=None):\n", + " ''' Aux function to plot a grid'''\n", + " t = (np.arange(Xs.size)) # define progression of int for indexing colormap\n", + " if axs:\n", + " axs.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n", + " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n", + " axs.axis('scaled') # axis scaled\n", + " else:\n", + " plt.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n", + " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n", + " plt.axis('scaled') # axis scaled\n", + " \n", + "def linear_map(A, Xs, Ys):\n", + " '''Map src points with A'''\n", + " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", + " src = np.stack((Xs,Ys), axis=Xs.ndim)\n", + " # flatten first two dimension\n", + " # (NN)x2\n", + " src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", + " # 2x2 @ 2x(NN)\n", + " dst = A @ src_r.T # 2xNN\n", + " #(NN)x2 and then reshape as NxNx2\n", + " dst = (dst.T).reshape(src.shape)\n", + " # Access X and Y\n", + " return dst[...,0], dst[...,1]\n", + "\n", + "\n", + "def plot_points(ax, Xs, Ys, col='red', unit=None, linestyle='solid'):\n", + " '''Plots points'''\n", + " ax.set_aspect('equal')\n", + " ax.grid(True, which='both')\n", + " ax.axhline(y=0, color='gray', linestyle=\"--\")\n", + " ax.axvline(x=0, color='gray', linestyle=\"--\")\n", + " ax.plot(Xs, Ys, color=col)\n", + " if unit is None:\n", + " plotVectors(ax, [[0,1],[1,0]], ['gray']*2, alpha=1, linestyle=linestyle)\n", + " else:\n", + " plotVectors(ax, unit, [col]*2, alpha=1, linestyle=linestyle)\n", + "\n", + "def plotVectors(ax, vecs, cols, alpha=1, linestyle='solid'):\n", + " '''Plot set of vectors.'''\n", + " for i in range(len(vecs)):\n", + " x = np.concatenate([[0,0], vecs[i]])\n", + " ax.quiver([x[0]],\n", + " [x[1]],\n", + " [x[2]],\n", + " [x[3]],\n", + " angles='xy', scale_units='xy', scale=1, color=cols[i],\n", + " alpha=alpha, linestyle=linestyle, linewidth=2)\n", + " \n", + "def angle(v, w):\n", + " return np.arccos(v.dot(w) / (np.linalg.norm(v) * np.linalg.norm(w)))\n", + "\n", + "# let's see it with numpy\n", + "nX, nY, res = 10, 10, 21 # boundary of our space + resolution\n", + "X = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10 \n", + "Y = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10\n", + "# meshgrid is very useful to evaluate functions on a grid\n", + "# z = f(X,Y)\n", + "# please see https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html\n", + "Xs, Ys = np.meshgrid(X, Y) #NxN, NxN" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Slide Correction\n", + "\n", + "## First send the PR on Github\n", + "## Then, only after the PR is approved and accepted fill the form\n", + "\n", + "\n", + "PR = Pull Request" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Recap previous lecture\n", + "- Vector and Matrix as a formal way to represent data\n", + "- Why LA? (data, covariance matrix, calculus)\n", + "- Operations (vector to vector, matrix to vector, inner product)\n", + "- Geometric Interpretation of the inner product\n", + "- Subspaces/Rank/Inverse\n", + "- Projection onto a subspace" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# This lecture material is taken from\n", + "- ### Note: you can find PCA on Chapter 12 of [Bishop Book] \n", + "- [Geometry of the Transformations](https://en.wikipedia.org/wiki/Geometric_transformation)\n", + "- [Geometry of Transformations take 2](https://math.hmc.edu/calculus/hmc-mathematics-calculus-online-tutorials/linear-algebra/geometry-of-linear-transformations/)\n", + "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", + "- [Illustrations and some math part are taken from d2l.ai, eigendecomposition](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/eigendecomposition.html)\n", + "- [Code for Eigendecomposition](https://hadrienj.github.io/posts/Deep-Learning-Book-Series-2.7-Eigendecomposition/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Determinant\n", + "The geometric view of linear algebra gives an intuitive way\n", + "to interpret a fundamental quantity known as the *determinant*.\n", + "Consider the grid image from before, but now with a highlighted region below.\n", + "\n", + "\n", + "\n", + "Look at the highlighted square. This is a square with edges given\n", + "by $(0, 1)$ and $(1, 0)$ and thus it has area one.\n", + "After $\\mathbf{A}$ transforms this square,\n", + "we see that it becomes a parallelogram.\n", + "There is no reason this parallelogram should have the same area\n", + "that we started with, and indeed in the specific case shown here of\n", + "\n", + "$$\n", + "\\mathbf{A} = \\begin{bmatrix}\n", + "1 & 2 \\\\\n", + "-1 & 3\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "it is an exercise in coordinate geometry to compute\n", + "the area of this parallelogram and obtain that the area is $5$.\n", + "\n", + "In general, if we have a matrix\n", + "\n", + "$$\n", + "\\mathbf{A} = \\begin{bmatrix}\n", + "a & b \\\\\n", + "c & d\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "we can see with some computation that the area\n", + "of the resulting parallelogram is $ad-bc$.\n", + "This area is referred to as the *determinant*." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Determinant $\\rightarrow$ Hyper-volume ratio\n", + "\n", + "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", + "\n", + "**Sanity Check:** We cannot apply Pythagoras Theorem to compute area because axis are not aligned anymore.\n", + "\n", + "The picture is misleading since axis are **CLOSED to be aligned**.\n", + "\n", + "The angle between $[1, -1]$ and $[2,3]$ is 101.30993247402021\n", + "```python import numpy as np; X = np.array([[1, -1], [2, 3]]);thetarad = angle(X[0,:],X[1,:]);theta = thetarad*180/np.pi; print(theta)}}\n", + "```\n", + "\n", + "The angle between $[1, 0]$ and $[0, 1]$ is 90.\n", + "\n", + "```python\n", + "is_basis = False\n", + "X = np.array([[1, 0], [0, 1]]) if is_basis else np.array([[1, -1], [2, 3]])\n", + "theta_rad = angle(*X)\n", + "theta = theta_rad*180/np.pi\n", + "print(theta_rad)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Transformations of Linear Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## No transformation! Identity matrix" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Translation or Displacement (for now let's leave it a side)\n", + "\n", + "**Preserve distances and oriented angles**\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Isometries (Euclidean): Rotation and Translations\n", + "\n", + "**Preserve angles and distances**\n", + "\n", + "$$A = \\left[\\begin{array}{cc}\\cos\\theta ~~~ -\\sin\\theta \\\\\\sin\\theta ~~~ \\cos\\theta\\end{array} \\right]$$\n", + "\n", + "This is easily derived by noting that\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.70710678 -0.70710678]\n", + " [ 0.70710678 0.70710678]]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ang = np.pi/4\n", + "A = np.array([[np.cos(ang), -np.sin(ang)],\n", + " [np.sin(ang),np.cos(ang)]])\n", + "print(A)\n", + "Xd, Yd = linear_map(A, Xs, Ys)\n", + "fig, axs = plt.subplots(1,2)\n", + "fig.suptitle('Rotation')\n", + "plot_grid(Xs,Ys,axs[0])\n", + "plot_grid(Xd,Yd,axs[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Similarity (Euclidean): scale, reflection (flip), Rotation and Translations\n", + "\n", + "**Preserve angles and RATIO between distances**\n", + "\n", + "$$A = \\left[\\begin{array}{cc}s_x\\cos\\theta ~~~ -\\sin\\theta \\\\\\sin\\theta ~~~ s_y\\cos\\theta\\end{array} \\right]$$\n", + "\n", + "This is easily derived by noting that\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1.41421356 -0.70710678]\n", + " [ 0.70710678 1.41421356]]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ang, scale, clip = np.pi/4, 2, True\n", + "A = np.array([[scale*np.cos(ang), -np.sin(ang)],\n", + " [np.sin(ang), scale*np.cos(ang)]])\n", + "print(A)\n", + "Xd, Yd = linear_map(A, Xs, Ys)\n", + "fig, axs = plt.subplots(1, 2)\n", + "fig.suptitle('Rotation')\n", + "plot_grid(Xs, Ys, axs[0])\n", + "plot_grid(Xd, Yd, axs[1])\n", + "if clip:\n", + " plt.xlim(-nX, nX)\n", + " plt.ylim(-nY, nY)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Affine: shear, scale, reflection (flip), Rotation and Translations\n", + "\n", + "**Preserve parallelism (but NOT angles!)**\n", + "\n", + "$$A = \\left[\\begin{array}{cc}s_x\\cos\\theta ~~~ -c_x\\sin\\theta \\\\c_y\\sin\\theta ~~~ s_y\\cos\\theta\\end{array} \\right]$$\n", + "\n", + "This is easily derived by noting that\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1.41421356 -5.65685425]\n", + " [ 1.41421356 1.41421356]]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ang, scale, cx_shear, cy_shear,clip = np.pi/4, 2, 8, 2, False\n", + "A = np.array([[scale*np.cos(ang), -cx_shear*np.sin(ang)],\n", + " [cy_shear*np.sin(ang), scale*np.cos(ang)]])\n", + "print(A)\n", + "Xd, Yd = linear_map(A, Xs, Ys)\n", + "fig, axs = plt.subplots(1, 2)\n", + "fig.suptitle('Rotation')\n", + "plot_grid(Xs, Ys, axs[0])\n", + "plot_grid(Xd, Yd, axs[1])\n", + "if clip:\n", + " plt.xlim(-nX, nX)\n", + " plt.ylim(-nY, nY)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Hyperplanes\n", + "\n", + "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", + "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", + "\n", + "$$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Hyperplanes\n", + "\n", + "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", + "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", + "\n", + "$$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Projection\n", + "\n", + "Suppose that we have two vectors $\\mathbf{v}$ and a column vector $\\mathbf{w}=[2,1]^\\top$. \n", + "\n", + "**We want to project $\\mathbf{v}$ onto $\\mathbf{w}$ or better project v onto the subspace (line in this case) of $\\mathbf{w}$.**\n", + "\n", + "Recalling trigonometry, we see the formula $\\|\\mathbf{v}\\|\\cos(\\theta)$ is the length of the projection of the vector $\\mathbf{v}$ onto the direction of $\\mathbf{w}$\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Projection vector onto subspace defined by $\\mathbf{w}$\n", + "\n", + "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\frac{\\mathbf{w}\\mathbf{w}^T}{\\mathbf{w}^T\\mathbf{w}}\\mathbf{v} = \\left( \\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)\\left(\\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)^T\\mathbf{v}$$\n", + "\n", + "Defining a unit vector $\\mathbf{\\hat{w}}=\\frac{\\mathbf{w}}{||\\mathbf{w}||}$ we have:\n", + "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\underbrace{\\mathbf{\\hat{w}}}_{\\text{direction}} \\left(\\underbrace{\\mathbf{\\hat{w}}^T \\mathbf{v}}_{\\text{length}}\\right)$$\n", + "\n", + "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n", + "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ that gives the length of **v** onto **w**.\n", + "- **$\\mathbf{w}$** can be also a matrix not a vector (matrix which columns are vectors)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# This lecture material is taken from\n", + "- [Geometry of the Transformations](https://en.wikipedia.org/wiki/Geometric_transformation)\n", + "- [Geometry of Transformations take 2](https://math.hmc.edu/calculus/hmc-mathematics-calculus-online-tutorials/linear-algebra/geometry-of-linear-transformations/)\n", + "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", + "- [Illustrations and some math part are taken from d2l.ai, eigendecomposition](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/eigendecomposition.html)\n", + "- [Code for Eigendecomposition](https://hadrienj.github.io/posts/Deep-Learning-Book-Series-2.7-Eigendecomposition/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Today's lecture\n", + "## Decomposition (Eigen, SVD), PCA (we use projection!)\n", + "## Applications of PCA\n", + "## Recap on Calculus" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## ⚠️ All the examples are in 2D but generalizes to 3D and N-D\n", + "\n", + "- Machine Learning is about thinking in N-dimensional space\n", + "- ...especially for vision problems (images, videos)\n", + "- 2D is used for the sake of visualization and clarity in the explanation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Eigendecomposition\n", + "\n", + "Suppose that we have a matrix $A$ with the following entries:\n", + "\n", + "$$\n", + "\\mathbf{A} = \\begin{bmatrix}\n", + "2 & 0 \\\\\n", + "0 & -1\n", + "\\end{bmatrix}.\n", + "$$\n", + "\n", + "If we apply $A$ to any vector $\\mathbf{v} = [x, y]^\\top$, \n", + "we obtain a vector $\\mathbf{A}\\mathbf{v} = [2x, -y]^\\top$.\n", + "This has an intuitive interpretation:\n", + "stretch the vector to be twice as wide in the $x$-direction,\n", + "and then flip it in the $y$-direction.\n", + "\n", + "**However, there are *some* vectors for which something remains unchanged.**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Namely $[1, 0]^\\top$ gets sent to $[2, 0]^\\top$\n", + "and $[0, 1]^\\top$ gets sent to $[0, -1]^\\top$.\n", + "\n", + "These vectors are still in the same line,\n", + "and the only modification is that the matrix stretches them\n", + "by a factor of $2$ and $-1$ respectively.\n", + "**We call such vectors *eigenvectors*\n", + "and the factor they are stretched by *eigenvalues*.**\n", + "\n", + "In general, if we can find a number $\\lambda$ \n", + "and a vector $\\mathbf{v}$ such that \n", + "\n", + "$$\n", + "\\underbrace{\\mathbf{A}}_{\\text{known}}\\mathbf{v} = \\underbrace{\\lambda\\mathbf{v}}_{\\text{unknown}}\n", + "$$\n", + "\n", + "We say that $\\mathbf{v}$ is an eigenvector for $A$ and $\\lambda$ is an eigenvalue." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Finding Eigenvalues\n", + "$$(\\mathbf{A} - \\lambda \\mathbf{I})\\mathbf{v} = 0.$$\n", + "\n", + "\n", + "For the equation to happen, we see that $(\\mathbf{A} - \\lambda \\mathbf{I})$ \n", + "must compress some direction down to zero, \n", + "hence it is not invertible, and thus the determinant is zero.\n", + "Thus, we can find the *eigenvalues* \n", + "by finding for what $\\lambda$ is $\\det(\\mathbf{A}-\\lambda \\mathbf{I}) = 0$.\n", + "Once we find the eigenvalues, we can solve \n", + "$\\mathbf{A}\\mathbf{v} = \\lambda \\mathbf{v}$ \n", + "to find the associated *eigenvector(s)*." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### An Example\n", + "Let's see this with a more challenging matrix\n", + "\n", + "$$\n", + "\\mathbf{A} = \\begin{bmatrix}\n", + "2 & 1\\\\\n", + "2 & 3 \n", + "\\end{bmatrix}.\n", + "$$\n", + "\n", + "If we consider $\\det(\\mathbf{A}-\\lambda \\mathbf{I}) = 0$, \n", + "we see this is equivalent to the polynomial equation\n", + "$0 = (2-\\lambda)(3-\\lambda)-2 = (4-\\lambda)(1-\\lambda)$.\n", + "Thus, two eigenvalues are $4$ and $1$.\n", + "To find the associated vectors, we then need to solve\n", + "\n", + "$$\n", + "\\begin{bmatrix}\n", + "2 & 1\\\\\n", + "2 & 3 \n", + "\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} = \\begin{bmatrix}1x \\\\ 1y\\end{bmatrix} \\; \\text{and} \\;\n", + "\\begin{bmatrix}\n", + "2 & 1\\\\\n", + "2 & 3 \n", + "\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} = \\begin{bmatrix}4x \\\\ 4y\\end{bmatrix} .\n", + "$$\n", + "\n", + "We can solve this with the vectors $[1, -1]^\\top$ and $[1, 2]^\\top$ respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Eigen val:\n", + " [1. 4.]\n", + "\n", + "EigenVect vect:\n", + " [[-0.70710678 -0.4472136 ]\n", + " [ 0.70710678 -0.89442719]]\n" + ] + } + ], + "source": [ + "eigs, eigvects = np.linalg.eig(\n", + " np.array([[2, 1],\n", + " [2, 3]]))\n", + "print(f'Eigen val:\\n {eigs}', end='\\n\\n')\n", + "print(f'EigenVect vect:\\n {eigvects}')\n", + "# Note that `numpy` normalizes the eigenvectors to be of length one,\n", + "# whereas we took ours to be of arbitrary length.\n", + "# Additionally, the choice of sign is arbitrary.\n", + "# However, the vectors computed are parallel \n", + "# to the ones we found by hand with the same eigenvalues.\n", + "#help(np.linalg.eig)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Geometric Interpretation of Eigenvectors" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Parametric Unit Sphere\n", + "\n", + "\\begin{equation}\n", + "\\Big\\{ t \\in [0,2\\pi]~~|~~ x=\\cos(t),y=\\sin(t) \\Big\\}\n", + "\\end{equation}" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig_dim = 10\n", + "### Unit Sphere\n", + "# Parametric sphere\n", + "t = np.linspace(0, 2*np.pi, 100) # seems a circle but it is not (move resolution to 10)\n", + "Xs = np.cos(t)\n", + "Ys = np.sin(t)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots()\n", + "fig.set_figheight(fig_dim)\n", + "fig.set_figwidth(fig_dim)\n", + "plot_points(ax, Xs, Ys, col='blue')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig_dim = 7\n", + "### Unit Sphere\n", + "# Parametric sphere\n", + "t = np.linspace(0, 2*np.pi, 100) # seems a circle but it is not (move resolution to 10)\n", + "Xs = np.cos(t)\n", + "Ys = np.sin(t)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots()\n", + "fig.set_figheight(fig_dim)\n", + "fig.set_figwidth(fig_dim)\n", + "plot_points(ax, Xs, Ys, col='blue')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Linear Transform to Unit Sphere\n", + "- For each point $\\mathbf{p}=(x,y)$ apply the transform $\\mathbf{A}\\mathbf{p}^T$\n", + "- Plot the result\n", + "- We can do it without using for loop (we used it in previous lecture)\n", + " - by stacking all **p** column-wise into a matrix **P**\n", + " - then doing `A@P`\n", + " \n", + "- For now assume:\n", + " - `A` is square" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transformation is\n", + " [[ 1 -1]\n", + " [-1 2]]\n" + ] + } + ], + "source": [ + "# Define a transform\n", + "limit = 2.5\n", + "# Define a transformation\n", + "# A = np.array([[1.5, 1], \n", + "# [1, 1.5]])\n", + "A = np.array([[1, -1], \n", + " [-1, 2]])\n", + "print(f'Transformation is\\n {A}')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "eigVals\n", + "\n", + "[0.38196601 2.61803399]\n", + "\n", + "eigVecs\n", + "\n", + "[[-0.85065081 0.52573111]\n", + " [-0.52573111 -0.85065081]]\n" + ] + } + ], + "source": [ + "# Map points on the surface\n", + "Xd, Yd = linear_map(A, Xs, Ys)\n", + "# let's map the basis\n", + "Xu_d, Yu_d = linear_map(A, np.array([1,0]), np.array([0,1]))\n", + "units_d = np.stack((Xu_d, Yu_d),axis=1)\n", + "# Compute the eigenvalues and eigenvectors\n", + "eigVals, eigVecs = np.linalg.eig(A)\n", + "print('eigVals', eigVals, 'eigVecs', eigVecs, sep='\\n'*2)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "hide_input": true, + "scrolled": false, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot src points and destination points\n", + "fig, ax = plt.subplots(1,1)\n", + "fig.set_figheight(fig_dim)\n", + "fig.set_figwidth(fig_dim)\n", + "# Plot src\n", + "plot_points(ax, Xs, Ys, col='blue')\n", + "# Plot destination\n", + "plot_points(ax, Xd, Yd, col='green')\n", + "ax.set_aspect('equal')\n", + "ax.set_xlim(-limit,limit)\n", + "ax.set_ylim(-limit,limit)\n", + "# Plot normalized eigenvectors (unit 1)\n", + "plotVectors(ax, [eigVecs[:,0], eigVecs[:,1]],\n", + " cols=['red']*2)\n", + "# Plot unnormalized eigenvectors (unit 1)\n", + "# we have to multiply back to its own eig val\n", + "plotVectors(ax, [eigVals[0]*eigVecs[:,0], eigVals[1]*eigVecs[:,1]],\n", + " cols=['pink']*2)\n", + "plotVectors(ax, [Xu_d, Yu_d ],\n", + " cols=['gray']*2)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot src points and destination points\n", + "fig, ax = plt.subplots(1,1)\n", + "fig.set_figheight(fig_dim)\n", + "fig.set_figwidth(fig_dim)\n", + "# Plot src\n", + "plot_points(ax, Xs, Ys, col='blue')\n", + "# Plot destination\n", + "plot_points(ax, Xd, Yd, col='green')\n", + "ax.set_aspect('equal')\n", + "ax.set_xlim(-limit,limit)\n", + "ax.set_ylim(-limit,limit)\n", + "# Plot normalized eigenvectors (unit 1)\n", + "plotVectors(ax, [eigVecs[:,0], eigVecs[:,1]],\n", + " cols=['red']*2)\n", + "# Plot unnormalized eigenvectors (unit 1)\n", + "# we have to multiply back to its own eig val\n", + "plotVectors(ax, [eigVals[0]*eigVecs[:,0], eigVals[1]*eigVecs[:,1]],\n", + " cols=['pink']*2)\n", + "plotVectors(ax, [Xu_d, Yu_d ],\n", + " cols=['gray']*2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + }, + "variables": { + "np.prod(eigVals)": "NameError: name 'np' is not defined\n" + } + }, + "source": [ + "## Interpretations of the determinant with Eigendecomposition\n", + "- Symmetric if $A = A^T$ so we can compute eigenvalues\n", + "- **The determinant of a matrix is the product of the eigenvalues**\n", + " - So determinant does not capture change in directions (consider only eigenvalues)\n", + " - Just change in the \"hyper-volume\" (area in 2D).\n", + "- **The determinant can be considered as the ratio between**\n", + " - Volume of destination shape/volume of the source shape\n", + " - Ratio of area between ellipse and circle is `np.prod(eigVals)` = {{np.prod(eigVals)}}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Eigendecomposition of Matrices\n", + "$$\n", + "\\mathbf{W} = \\begin{bmatrix}\n", + "1 & 1 \\\\\n", + "-1 & 2\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "be the matrix where the columns are the eigenvectors of the matrix $\\mathbf{A}$. Let\n", + "\n", + "$$\n", + "\\boldsymbol{\\Sigma} = \\begin{bmatrix}\n", + "1 & 0 \\\\\n", + "0 & 4\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "be the matrix with the associated eigenvalues on the diagonal.\n", + "Then the definition of eigenvalues and eigenvectors tells us that\n", + "\n", + "$$\n", + "\\mathbf{A}\\mathbf{W} =\\mathbf{W} \\boldsymbol{\\Sigma} .\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "The matrix $W$ is invertible, so we may multiply both sides by $W^{-1}$ on the right,\n", + "we see that we may write\n", + "\n", + "$$\\mathbf{A} = \\mathbf{W} \\boldsymbol{\\Sigma} \\mathbf{W}^{-1}.$$\n", + "\n", + "if $\\mathbf{W}$ is invertible" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Operations on Eigendecompositions\n", + "One nice thing about eigendecompositions is that \n", + "we can write many operations we usually encounter cleanly \n", + "in terms of the eigendecomposition. As a first example, consider:\n", + "\n", + "$$\n", + "\\mathbf{A}^n = \\overbrace{\\mathbf{A}\\cdots \\mathbf{A}}^{\\text{$n$ times}} = \\overbrace{(\\mathbf{W}\\boldsymbol{\\Sigma} \\mathbf{W}^{-1})\\cdots(\\mathbf{W}\\boldsymbol{\\Sigma} \\mathbf{W}^{-1})}^{\\text{$n$ times}} = \\mathbf{W}\\overbrace{\\boldsymbol{\\Sigma}\\cdots\\boldsymbol{\\Sigma}}^{\\text{$n$ times}}\\mathbf{W}^{-1} = \\mathbf{W}\\boldsymbol{\\Sigma}^n \\mathbf{W}^{-1}.\n", + "$$\n", + "\n", + "This tells us that for any positive power of a matrix,\n", + "the eigendecomposition is obtained by just raising the eigenvalues to the same power.\n", + "The same can be shown for negative powers,\n", + "so if we want to invert a matrix we need only consider\n", + "\n", + "$$\n", + "\\mathbf{A}^{-1} = \\mathbf{W}\\boldsymbol{\\Sigma}^{-1} \\mathbf{W}^{-1},\n", + "$$\n", + "or in other words, just invert each eigenvalue." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Spectral Theorem\n", + "\n", + "Informal: Given a matrix $\\mathbf{A}$ **squared and symmetric**, $\\mathbf{A} \\in \\mathbb{R}^{d\\times d}$ and $\\mathbf{A} = \\mathbf{A}^T$ then:\n", + "\n", + "- All the eigenvalues take **real values**\n", + "- The eigenvectors are all **orthogonal**\n", + "\n", + "### Practical applications:\n", + "- Hessian, Covariance Matrices\n", + "- Kernels matrices" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Eigendecompositions of Symmetric Matrices\n", + "\n", + "- Hessian \n", + "- Covariance Matrices\n", + "- PCA\n", + "- Kernels etc" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Eigendecompositions and Singular Value Decomposition\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Decomposition as a Geometric Pipeline\n", + "\n", + "$$\\mathbf{A}\\mathbf{x} = \\underbrace{(\\mathbf{U} \n", + "\\underbrace{(\\mathbf{\\Sigma}\\underbrace{(\\mathbf{U}^{-1}\\mathbf{x})}_{\\text{1st step/rotate}})}_{\\text{2nd step/scale}})}_{\\text{3rd step/rotate}}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Decomposition as a Geometric Pipeline (Code)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A\n", + "\n", + "[[ 1 -1]\n", + " [-1 2]]\n", + "Sigma\n", + "\n", + "[[0.38196601 0. ]\n", + " [0. 2.61803399]]\n", + "\n", + "U\n", + "\n", + "[[-0.85065081 0.52573111]\n", + " [-0.52573111 -0.85065081]]\n" + ] + } + ], + "source": [ + "print('A', A, sep='\\n\\n')\n", + "Sigma, U = np.diag(eigVals), eigVecs\n", + "print('Sigma', Sigma, 'U', U, sep='\\n\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot src points and destination points\n", + "fig, axes = plt.subplots(1, 4)\n", + "fig.set_figheight(20)\n", + "fig.set_figwidth(20)\n", + "# apply [Id, Uinv, Sigma, U]\n", + "Trans = [np.diag((1, 1)), U.T, Sigma, U]\n", + "titles = ['Init', 'Step 1 Uinv', 'Step 2 Sigma', 'Step 3 U']\n", + "X_orig = np.array([1, 0])\n", + "Y_orig = np.array([0, 1])\n", + "Xss = np.copy(Xs)\n", + "Yss = np.copy(Ys)\n", + "for count, (ax, T, title) in enumerate(zip(axes, Trans, titles)):\n", + " ax.set_xlim(-limit, limit)\n", + " ax.set_ylim(-limit, limit)\n", + " ax.set_aspect('equal')\n", + " ax.set_title(title)\n", + " Xss, Yss = linear_map(T, Xss, Yss)\n", + " X_orig, Y_orig = linear_map(T, X_orig, Y_orig)\n", + " if count == 0:\n", + " plot_points(ax, Xs, Ys, col='blue')\n", + " unit_v = np.stack((X_orig, Y_orig), axis=1)\n", + " plotVectors(ax, unit_v, ['blue', 'red'])\n", + " plot_points(ax, Xss, Yss, col='green')" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot src points and destination points\n", + "fig, axes = plt.subplots(1, 4)\n", + "fig.set_figheight(20)\n", + "fig.set_figwidth(20)\n", + "# apply [Id, Uinv, Sigma, U]\n", + "Trans = [np.diag((1, 1)), U.T, Sigma, U]\n", + "titles = ['Init', 'Step 1 Uinv', 'Step 2 Sigma', 'Step 3 U']\n", + "X_orig = np.array([1, 0])\n", + "Y_orig = np.array([0, 1])\n", + "Xss = np.copy(Xs)\n", + "Yss = np.copy(Ys)\n", + "for count, (ax, T, title) in enumerate(zip(axes, Trans, titles)):\n", + " ax.set_xlim(-limit, limit)\n", + " ax.set_ylim(-limit, limit)\n", + " ax.set_aspect('equal')\n", + " ax.set_title(title)\n", + " Xss, Yss = linear_map(T, Xss, Yss)\n", + " X_orig, Y_orig = linear_map(T, X_orig, Y_orig)\n", + " if count == 0:\n", + " plot_points(ax, Xs, Ys, col='blue')\n", + " unit_v = np.stack((X_orig, Y_orig), axis=1)\n", + " plotVectors(ax, unit_v, ['blue', 'red'])\n", + " plot_points(ax, Xss, Yss, col='green')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Geometry of SVD \n", + "\n", + "Source: wikipedia\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Principal Component Analysis (PCA)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### PCA works in unsupervised learning settings\n", + "\n", + "\\begin{equation}\n", + " \\underbrace{\\{\\mathbf{x}_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", + "\\end{equation}\n", + "\n", + "### Assumptions\n", + "\n", + "- $\\mathbf{x}_i \\in \\mathbb{R}^D$ \n", + "- $N \\geq D$ (number of points higher than number of features; or else, more points than dimensions..for now...)\n", + "- $D \\geq k$ (where k is the dimension of the subspace on which we will project the points | number of components we will take)\n", + "\n", + "### Objective: find a transformation for compressing the data.\n", + "### What does it mean compressing data? Maybe have different meaning\n", + "### Which kind of transformation?" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "########### We know the generative model of the data D ############\n", + "np.random.seed(0) # fixing the seed\n", + "n_samples=100; cov = [[3, 3], [3, 4]]\n", + "# Assumes know the generative model of data\n", + "X = np.random.multivariate_normal(mean=[1, 1], cov=cov, size=n_samples)\n", + "###########################################################" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# import pandas as pd\n", + "# pd.DataFrame(X, columns=[\"x\", \"y\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num of points 100 in dimension 2\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(f'num of points {X.shape[0]} in dimension {X.shape[1]}')\n", + "fig = plt.figure(figsize=(8,8))\n", + "plt.scatter(*X.T) \n", + "plt.scatter(0, 0, c='r', marker='o')\n", + "plt.ylabel('Enjoyment')\n", + "_ = plt.xlabel('Skills')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + }, + "variables": { + "import pandas as pd; pd.DataFrame(X, columns=[\"x\", \"y\"])": "NameError: name 'X' is not defined\n" + } + }, + "source": [ + "# Covariance Matrix: the shape of the input matrix matters \n", + "\n", + "- $\\mathbf{X} \\in \\mathbb{R}^{N\\times D}$\n", + "- N=samples [rows] in D dimensional space [cols]\n", + "\n", + "{{import pandas as pd; pd.DataFrame(X, columns=[\"x\", \"y\"])}}\n", + "\n", + "then the covariance matrix needs to be $ \\in \\mathbb{R}^{D\\times D}$:\n", + "$$\\mbf{C} = \\frac{1}{N} (\\mathbf{X}-\\boldsymbol{\\mu})^T(\\mathbf{X}-\\boldsymbol{\\mu}) $$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + }, + "variables": { + "import pandas as pd; pd.DataFrame(X.T[:,:10])": "NameError: name 'X' is not defined\n" + } + }, + "source": [ + "# Covariance Matrix: the shape of the input matrix matters \n", + "\n", + "- $\\mathbf{X} \\in \\mathbb{R}^{D\\times N}$\n", + "- N=samples [columns] in D dimensional space [row]\n", + "\n", + "{{import pandas as pd; pd.DataFrame(X.T[:,:10])}}\n", + "\n", + "then the covariance matrix needs to be $ \\in \\mathbb{R}^{D\\times D}$:\n", + "$$\\mbf{C} = \\frac{1}{N} (\\mathbf{X}-\\boldsymbol{\\mu})(\\mathbf{X}-\\boldsymbol{\\mu})^T $$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## First Step: Standardize the data\n", + "\n", + "- Assumptions that $\\mathbf{X}$ is sampled from multi-variate Gaussian distribution\n", + "- **Center all the data in the center (origin)**. **Compute mean and remove it.**\n", + "- **[Optional] Rescale all axis so that the standard deviation is one.**\n", + "\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\mathbf{\\sigma}} $$\n", + "\n", + "After: \n", + "$ \\mathbf{X}^{\\prime}$ is **standardized**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Objective: find a transformation (subspace) for compressing the data\n", + "\n", + "- Which subspace are we going to find? 🤔\n", + "- There could be more than one!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Second Step: Finding the components\n", + "\n", + "- PCA finds a subspace that **maximizes the variance of the data.**\n", + "- Given the input $D$-dimensional space, PCA finds a $k$-dimensional subspace that maximizes the variance of data.\n", + "- Motivation: **compress the dimensions, but keep most of information i.e. preserve tha variance of the data as much as possible**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Play a game\n", + "\n", + "### I will show you a point cloud,\n", + "### you tell me STOP when the variance of the data is maximized on the subspace" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "[Taken from StackExchange](https://stats.stackexchange.com/questions/2691/making-sense-of-principal-component-analysis-eigenvectors-eigenvalues)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "- Find $\\mathbf{u}\\in \\mathbb{R}^D $ s.t. $\\left\\|\\mathbf{u}\\right\\|_2=1$ for which you can project the data $\\mathbf{x}^{\\prime}=\\mathbb{P}_{\\mathbf{u}}\\mathbf{x}$\n", + "\n", + "$$ \\mathbb{P}_{\\mathbf{u}}\\mathbf{x} = \\frac{\\mathbf{u}\\mathbf{u}^T}{\\mathbf{u}^T\\mathbf{u}}\\mathbf{x} = (\\mathbf{x}^T\\mathbf{u})\\mathbf{u}$$\n", + "\n", + "- We have to maximize the variance once projected.\n", + "- Which means making the projection of **x** with **u** **large**:\n", + "- We can measure the **size** of the projection with $\\ell_2^2$ norm.\n", + "\n", + "$$\\arg\\max_{\\mathbf{u}} \\frac{1}{N}\\sum_i^N \\left\\| \\mathbb{P}_{\\mathbf{u}}\\mathbf{x}_i \\right\\|_2^2$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "- Find $\\mathbf{u}\\in \\mathbb{R}^k$ s.t. $\\left\\|\\mathbf{u}\\right\\|_2=1$ for which you can project the data $\\mathbf{x}^{\\prime}=\\mathbb{P}_{\\mathbf{u}}\\mathbf{x}$\n", + "\n", + "$$ \\mathbb{P}_{\\mathbf{u}}\\mathbf{x} = \\frac{\\mathbf{u}\\mathbf{u}^T}{\\mathbf{u}^T\\mathbf{u}}\\mathbf{x} = (\\mathbf{x}^T\\mathbf{u})\\mathbf{u}$$\n", + "\n", + "- We have to maximize the variance once projected.\n", + "- Which means making the projection of **x** with **u** **large**:\n", + "- We can measure the **size** of the projection with $\\ell_2$ norm.\n", + "\n", + "$$\\arg\\max_{\\mathbf{u}} \\frac{1}{N}\\sum_i^N \\left\\| \\mathbb{P}_{\\mathbf{u}}\\mathbf{x} \\right\\|_2^2 \\rightarrow \\arg\\max_{\\mathbf{u}} \\frac{1}{N}\\sum_i^N \\left\\| (\\mathbf{x}_i^T\\mathbf{u})\\mathbf{u}\\right\\|_2^2$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "$$\\arg\\max_{\\mathbf{u}} \\frac{1}{N}\\sum_i^N \\left\\| (\\mathbf{x}_i^T\\mathbf{u})\\mathbf{u}\\right\\|_2^2=\\frac{1}{N}\\sum_i^N (\\mathbf{x}_i^T\\mathbf{u})^2 = \\frac{1}{N}\\sum_i^N ( \\mathbf{x}_i^T\\mathbf{u})(\\mathbf{x}_i^T\\mathbf{u}) = \\frac{1}{N}\\sum_i^N \\underbrace{\\mathbf{u}^T\\mathbf{x}_i}_{\\text{reverse dot prod}}\\mathbf{x}_i^T\\mathbf{u} = \\mathbf{u}^T \\left(\\frac{1}{N}\\sum_i^N \\mathbf{x}_i\\mathbf{x}_i^T\\right)\\mathbf{u}$$\n", + "\n", + "$$ \\arg\\max_{\\mathbf{u}} \\mathbf{u}^T \\mathbf{C}\\mathbf{u}~~\\text{where}~~\\mathbf{C}=\\frac{1}{N}\\mathbf{X}\\mathbf{X}^T$$\n", + "\n", + "- So the $\\mathbf{u}$ that maximizes the data is the **eigenvector** of covariance matrix **C**.\n", + "- Remember that $\\mathbf{X}$ is \"zero mean\".\n", + "- $\\left\\|\\mathbf{u}\\right\\|_2=1$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "Taken from\n", + "\n", + "[StackExchange](https://stats.stackexchange.com/questions/2691/making-sense-of-principal-component-analysis-eigenvectors-eigenvalues)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Can be used for compressing and reconstructing the data using **U** up to *k* components:\n", + "\n", + "$$\\underbrace{\\mathbf{x}^T}_{\\text{rec}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^T}_{\\text{orig}}}_{projection}}_{reconstruction}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Subspaces in decreasing order of variance\n", + "\n", + "$$ (\\lambda_1,\\mathbf{u}_1),\\ldots,(\\lambda_d,\\mathbf{u}_d) = \\text{eig}(\\frac{1}{N}\\mathbf{X}^T\\mathbf{X}) $$\n", + "\n", + "Note: *numpy is not guaranteed to return it ordered so you have to sort*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## How do we choose the subspace where to cut the dimension?\n", + "- From $D$-dimensional to $k$-dimension\n", + "- Given the spectrum $$\\mathbf{\\Sigma} = \\text{diag}(\\lambda_1,...,\\lambda_d)$$ we can remove the dimension considering the spectrum \"energy\" and retain e.g. 95% of the variance in data.\n", + "\n", + "That is, keep $k$ components until:\n", + "\n", + "$$\\frac{\\sum_i^k \\lambda_i}{\\sum_i^d \\lambda_i} \\leq 95\\%$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# PCA Applications\n", + "- Visualization\n", + "- Dimensionality Reduction\n", + "- Reconstructing data and Compression\n", + "- Further pre-processing by machine learning algorithms\n", + "- Decorrelate the features" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Let's go back to our problem" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num of points 100 in dimension 2\n" + ] + }, + { + "data": { + "text/plain": [ + "(-6.0, 6.0)" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAKxCAYAAABE2vQtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAABcYUlEQVR4nO3de3jcdZ33/9ecJzOdyTRp0kN6ogGKUqCygosotircLKuIygIeFgUVVIoiIAooJwVWd1dZFxD0UllZqvcuF9x4CR7qDZUVDz8VuKEIFQMpbXrIoc3MdCZz/v7+KBObJmknk5n5fj8zz8d1zXWRmWTyDtOmr/l835/3x2VZliUAAADAIG67CwAAAABmihALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABjHa3cB1Xr00Uf18MMP6/DDD9db3/pWrVy50u6SAAAA0CDGhdh0Oq2LLrpIbW1tuu222xQOh+0uCQAAAA3msizLsruIShWLRb3rXe+S1+vVgw8+KJfLZXdJAAAAsIFRK7G33367fvGLX+gvf/kLARYAAKCFGbMSWyqVtGjRIs2bN08nnXSSnnjiCRUKBV1zzTX68Ic/bHd5AAAAaCBjVmL/8Ic/aNeuXTrvvPN02223SZKuv/56XXDBBVq0aJFOO+20CZ+fzWaVzWbHPy6VStq9e7c6OztZxQUAAHAAy7KUTCa1aNEiud0zHJplGeK//uu/LEnWk08+OX5fLpez5s6da5155pmTPv/666+3JHHjxo0bN27cuHFz+G3r1q0zzobGrMSWSiVJkt/vH7/P5/PphBNOUF9f36TPv/rqq3X55ZePfxyPx7V06VJt3bpV0Wi0/gUDAADgoBKJhJYsWaJIJDLjrzUmxB555JGSpIGBAR199NHj98diMY2NjU36/EAgoEAgMOn+aDRKiAUAAHCQalo9jTmxa/Xq1ert7dXGjRsn3L9jxw6dcsop9hQFAAAAWxgTYl0ul775zW/qBz/4gZLJpCTplVde0YsvvjihbQAAAADNz5h2Akk69dRTdffdd+viiy/W4sWLtW3bNj3yyCPq6OiwuzQAAAA0kDFzYmcrkUiovb1d8XicnlgAAAAHmE0+M6adAAAAACgjxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIzjtbsAAADQGJZlaTSdV7ZQUsDrVizkk8vlsrssoCqEWAAAWsBgIqNNAwkNjKaVK5bk97jVEwtpVU9U3dGg3eUBM0aIBQCgyQ0mMtq4eUjxsZy6I0EFfR5l8kX1DSU1vDerNSu7CLIwDj2xAAA0McuytGkgofhYTss7wwoHvPK4XQoHvFreGVZ8LKdNAwlZlmV3qcCMEGIBAGhio+m8BkbT6o4EJ/W/ulwudUeCGhhNazSdt6lCoDqEWAAAmli2UFKuWFLQ55ny8aDPo1yxpGyh1ODKgNkhxAIA0MQCXrf8Hrcy+eKUj2fyRfk9bgW8RAKYhT+xAAA0sVjIp55YSIPJzKS+V8uyNJjMqCcWUizks6lCoDqEWAAAmpjL5dKqnqja2/zqH0kplS2oWLKUyhbUP5JSe8ivVT1R5sXCOIzYAgCgyXVHg1qzsmt8TuxwKiu/x63erghzYmEsQiwAAC2gOxrU2kiAE7vQNAixAAC0CJfLpblhv91lADVBTywAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4XrsLAAAArcOyLI2m88oWSgp43YqFfHK5XHaXBQMRYgEAQEMMJjLaNJDQwGhauWJJfo9bPbGQVvVE1R0N2l0eDEOIBQAAdTeYyGjj5iHFx3LqjgQV9HmUyRfVN5TU8N6s1qzsIshiRuiJBQAAdWVZljYNJBQfy2l5Z1jhgFcet0vhgFfLO8OKj+W0aSAhy7LsLhUGIcQCAIC6Gk3nNTCaVnckOKn/1eVyqTsS1MBoWqPpvE0VwkSEWAAAUFfZQkm5YklBn2fKx4M+j3LFkrKFUoMrg8kIsQAAoK4CXrf8Hrcy+eKUj2fyRfk9bgW8xBJUjj8tAACgrmIhn3piIQ0mM5P6Xi3L0mAyo55YSLGQz6YKYSJCLAAAqCuXy6VVPVG1t/nVP5JSKltQsWQplS2ofySl9pBfq3qizIvFjDBiCwAA1F13NKg1K7vG58QOp7Lye9zq7YowJxZVIcQCAICG6I4GtTYS4MQu1AQhFgAANIzL5dLcsN/uMtAECLEAAFTBsixWFAEbEWIBAJihwURmvLczVyzJ73GrJxaitxNoIEIsAAAzMJjIaOPmIcXHcuqOBBX0eZTJF9U3lNTw3qzWrOxquSDLqjTsQIgFAKBClmVp00BC8bGclneGx4NaOODVcn9Y/SMpbRpIaG0k0DIhjlVp2IUQCwBAhUbTeQ2MptUdCU4KqS6XS92RoAZG0xpN51ti85Jdq9Ks/EIixAIAULFsoaRcsaSgzzPl40GfR8OprLKFUoMrazy7VqVZ+UUZJ3YBAFChgNctv8etTL445eOZfFF+j1sBb/P/8zqTVelaKa/89g0lFQ36tDgWUjToU99QUhs3D2kwkanZ94LzGfm3LJlMaunSperv77e7FABAC4mFfOqJhTSYzMiyrAmPWZalwWRGPbGQYiGfTRU2TiWr0rliqWar0geu/IYDXnncrn0rv51hxcdy2jSQmPS6oHkZGWI///nPa+vWrXaXAQBoMS6XS6t6ompv86t/JKVUtqBiyVIqW1D/SErtIb9W9URboj+z0avSdqz8wtmMC7GPPfaY/P7mb5YHADhTdzSoNSu71NsVUSKT17bRtBKZvHq7IlpzZOuM12r0qnSjV37hfEZt7Eqn0/rud7+rG2+8Ubfddpvd5QAAWlR3NKi1kUBL75Avr0oP782qfyQ1YTrBYDJT81Xp/Vd+w4HJ8aWV+pGxj1Eh9qabbtI111wjt/vQf0Cz2ayy2ez4x4lEop6lAQBajMvlaokxWgdTXpUuTwsYTmXl97jV2xWp+bSA8spv31BSy/3hCeG4vPLb2xVpiX5k7GNMiP3Nb36jjo4OveY1r6loQ9ett96qG2+8sf6FAQBgI7tnpjZqVbrRK79wPpdlwDa+bDarj3zkI7rnnnvk9XrV39+vww47TC+//LKWL18+7dccuBK7ZMkSxeNxRaPRBlUOAED9tOLM1Fb8mZtZIpFQe3t7VfnMiJXYW265RVdddZW83srLDQQCCgQCdawKAAD72HValt3oR0aZEd3P9957r0488UQFg0EFg0GtXLlSkrRy5UqddtppNlcHAEBjtfrM1HI/8oL2oOaG/QTYFmXESuyGDRuUz/917tvAwIDe/va365FHHtERRxxhY2UAADTeTGamtvrmMzQvI0Jsb2/vhI+DweD4/UuXLrWjJAAAbFPJzNThVJaZqWhqRrQTAACAvzrYaVmWLI2kssrkSxrLFZq2pQAwYiX2QMuXL+cvJQCgZU03MzU+llP/cFovDiYVC/n0Py8O6eXhNDv30ZSMDLEAALSy/Wemvjy8V3MCPqVyBT2/I6HRdF4LokGtXjJXAZ+76acVoHXRTgAAgIG6o0Gt6okqlSvq130jevjZnXp+Z1Ihv1eHd89Rxxx/y0wrQGtiJRYAAAOVh/6HA16tXtIuj1sKeD2yZOmV3WOKtvkUC/mZVoCmxUosAACG2X9O7GGdYbWH/Ar6PZoXCag7ElQqX9CW3enxldegz6NcscS0AjQVVmIBAHA4y7ImnFBlWdaEObE+j1tet1v5QkkBn0ftQZ92p3JKZYuaE/Qqky/K73Er4GXtCs2DEAsAgIOV2wYGRtPKFUvye9wK+bzandp33KwkhQMedYYD2hFPa743KL/HrWQmr3ypJMuyNJjMqLcroljIZ/NPA9QOIRYAAIcaTGS0cfOQ4mP7AmvQ51EmX1T/SEr9wyl1hH1a2B6SSy4t62xTYiyvXcmM2nweeVz7Vmb7R1JqD/m1qida8fGsB678xkI+jnaF4xBiAQBwoP37Xpd3/nUWbDjg1WsWRLR9dEzPDiQ1PxqU2+VWe5tfxyyOTpgTWyiV1NsVmdGc2KlWfntiIWbNwnEIsQAAONBoOj+h73V/brdbRy9q11Ov7NELO5Ja1hlW0OeR1+1WpM2rv13Rqdcv71BPrG1Gq6jTrfwyaxZORIgFAMCBsoWScsWSgj7PlI/Pjwa1bF5IPXNDSmTyGk5l5fe4dfgMV17LDrbyu9wfVv9ISpsGElobCdBaAEcgxAIA0GCV9JwGvG75PW5l8kWFA5P/uc7ki+oMB7R2ZZdcLtes+1cPtvLLrFk4ESEWAIAGqrTnNBbyqScWUt9QUsv94QnBcv+JA3PD/pqsjB5q5Tfo82g4lWXWLByDEAsAaDpO3V0/k55Tl8ulVT1RDe/Nqn8kNeHzB5OZGU8cOJRKVn6ZNQsnIcQCAJqKU3fXV9Nz2h0Nas3KrvGfp9z3OtOJA5WodOWXWbNwCkIsAKBpOHl3fbU9p93RoNZGAnVfWW70yi8wW4RYAEBTcPru+tn0nLpcroZspmrkyi8wW4RYAEBTcPruelN6Thu18gvMFt3ZAICmUMlKZ65Ysm13fbnndDCZkWVZEx4r95z2xEKO6Dktr/wuaA/WbPoBUGuEWABAU9h/pXMqdq90lntO29v86h9JKZUtqFiylMoW1D+SoucUmCFCLACgKZiw0lnuOe3tiiiRyWvbaFqJTF69XRGtOZIjXYGZoCcWANAUTNld36o9p06d3QtzEWIBAE3DlN31jZo24BROnd0LsxFiAQBNxfSVzmZbsXTy7F6YjRALAGg6pq50NtuKpdNn98JsbOwCAMAByiuWfUNJRYM+LY6FFA361DeU1MbNQxpMZOwuccZmMrsXmClCLAAAVbAsS3tSOe2MZ7QnlZs0EWGmz7X/imU44JXH7dq3YtkZVnwsp00DiVl9Dzs4fXYvzEY7AQAAM1Try/5OP22sWqacUgYz8acGAIAZqMdl/2ZdsTRhdi/MRYgFAKBC9brs7/TTxqrFKWWoJ7P+NgAAYKN6bVRq5hVLTilDvdATCwBAhSq57D+cys74sn+jThuzawat6bN74UyEWAAAKlTPjUr1Pm3M7hm0ps7uhXMRYgEAqFD5sn/fUFLL/eEJK4nly/69XZGqL/vXa8WSU7PQjAixAICmUs9L5o247F/rFUtOzUKzIsQCAJpGIy6Z1/uyf6016wxagBALAGgKjbxkbtJGpXptRgPsRogFABjPjkvmpmxUquVmNLumGwBTIcQCAIzHJfPp1Wozmt3TDYADcdgBAMB4zXpsay3U4tSsehy1C8wWIRYAYLxmPba1VmZzala9jtoFZot2AgCA8eo9v7UZVLsZjVYNOBUhFgBgvEYd22q6ajajMd0ATkWIBQA0BdPmt5qinkftArNBiAUANA2T5reWOX1sFa0acCpCLACgqZgyv1UyY2wVrRpwKkIsAAA2aOQJY7NFqwaciBALAECD2XHC2GyZ2KqB5kaIBQCgwUwdW2VSqwaaH1sJAQA1Z1mW9qRy2hnPaE8qxyD8A3DCGDB7rMQCAGrKhM1KdqtmbJXTpxgAjUaIBQDUjEmblew007FVvDEAJqOdAABQEwduVgoHvPK4Xfs2K3WGFR/LadNAgtYC/XVsVXubX/0jKaWyBRVLllLZgvpHUhPGVpXfGPQNJRUN+rQ4FlI06FPfUFIbNw9pMJGx+8cBbEGIBQDUxEw2KzWbanqAy2OrersiSmTy2jaaViKTV29XRGuO3LdizRsDYHq0EwAAaqKSzUrDqWzTbVaazaX+Q42tMnWKAdAIhFgAQE1Us1nJdLXoAT7Y2KpWfWMAVKJ5fpMAAGxV3qw0mMxMurxd3qzUEwuNb1YyXSMu9e//xmAqzfjGAKgUf+oBADWzeG6bJJee35HQ3mx+2s1KzaARPcCt9sYAmAnaCQAAs7Z/X2gql9dwMqfBZFZdkYA6wn71dkWabhxUIy71l6cYDO/Nqn8kNaFlYTCZabo3BsBMEGIBALNyYF9odySosY6CtuxOK+T36g2HdeqI+XOaLmg1qge4PMWg/CZhOJWV3+NuyjcGwEwQYgEAVTuwL7QcVOcEfXrtwqj6R1LatmdMR8yfY3OltTfTAwtm41BTDIBWRIgFAFStlUdANfpS/8GmGACtiBALAKhaq4+A4lI/YB9CLACgas00G9ayrKou13OpH7AHIRYAULVG9oXW02xO3ZK41A/YgRALAKhaM4yAqsWpWwAaz/nXdwAAjlbuC+3tiiiRyWvbaFqJTF69XRGtOdLZAbARp24BqA9WYgEAs2ZqX2grT1cATEeIBQDUhIl9oa0wXaHaDWuA0xFiAQAtq5mmK0xlthvW6oVgjVogxAIAWlazTFeYilM3rDk1WMM8Zr61BACgBsrTFdrb/OofSSmVLahYspTKFtQ/kjJiusJUnLphrRys+4aSigZ9WhwLKRr0qW8oqY2bhzSYyDS0HpiNEAsAaGkmT1eYzkw2rDWKU4M1zEU7AQCg5Zk6XWE6TtywxiQI1BohFgAA1We6gl0bmJy4Yc2JwRpmI8QCAGzVrDvV7dzA5MQNa04M1jAbIRYAYJtm3al+qMkAbzlynvxeT92CuxOPA3ZisIbZCLEAAFs4dQTUbB24gakc1sIBr5b7w9q0PaH1/98r6gz7lS9ZdQnulmXJ53HrtYsiemkwrdGxrIZT+75Xb1fEljcJ5WA9lMzoTzsSirX5NCfok8clDe3NGjsJAvYhxAIAGu5QQa9/JKVNAwmtjQSMCzUH28CUyOQ1mMhodzqntxzRpfnRQM2D+6TVbbdbsZBfK7rmqCfWZnu7ht/r1lAyqxd2JCSX1BkO6Pilc/WmI+YZ+aYF9iHEAgAarpl3qk+3gcmSpS0jY8oVi2oP+uTzuv86YqpGwX261e1diYwy+ZK6bXxTsH9tr18+V8WStDebVzydV77EZi7MHN3TAICGq2Sneq5YMnKn+v4bmPaXyhY1ksoq7PfK53XL5/7rP8G1mN3q5DmsB9Y2J+BTe9u+HtnXLIwqMZZnRixmjBALAGi46YJemck71csbmAaTmQmhLF8sKV8sKp0rqiPsVzgwMcDPNrg78YADE2qDucz77QAAMN50QU/66071nljIyJ3q0x1lmy+WlBgryO9xa1lHaFKYm21wd/LqtpNrg7kIsQCAhpsu6KWyBfWPpIzfqT7VUbbFoqWVCyKaFwmovW1iOC9ZJW0ZSSnk98qyrKouqzt5ddvJtcFcbOwCANiiHPTKO+mHU1lbR0DV2lRH2eYKRf3yz8MTZrcOJsf07EBS+UJRJVl6+NlCVSO3nDyH1cm1wVyEWACAbaYKenaPgKqlqY6y3T+494+k1D+ckt/r1uuWztX8aLDqkVtOPODAhNpgLpfVIlsBE4mE2tvbFY/HFY1G7S4HANDCLMvSnlROj70wpG2jab1mQUTu/aYVWJal/pGUersiWntUV8XhzrIsvbhrr54diGt4b1Zet0t+r3NOQWvWE9pQvdnkM1ZiAQBosHIoHU5lFQv5lM6XFA645JJr/PGZzsrdPyBmC0VJlmJtAR2zuF1HzJ/jiFXOZl95R2MRYgEAaLDBREb/8+dhPf3KHs1p88rv8agzHNCyzja1t+0LrEGfR8OpbEU79icfchAcv1T/9NZRxUI+x6x0TtViAVSDbYAAADRQOXBuG01rTsCrSMCnkM+jHfG0nt2270AAqfId+04+5ACoJ2NCbDqd1pVXXqmFCxdq/vz5+vjHP65UKmV3WQAAVGz/wPmaBREtiLUpmS3I73VrfiSoVC6vLSNjKlmlimflcpAAWpUxIfaCCy5QIBDQnXfeqTPOOEN33323PvGJT9hdFgAAFds/cLrd+w49CPu8GtybVaZQUjTo0/b4mF7Ykax4xz4HCaBVGdETu2nTJr31rW/VxRdfLEl697vfrcHBQa1fv17f/va3FQgEbK4QAIBDOzBwxl4Nqlt2p7U7lVMuX1Iql1fP3E69+Yh5FfWx7n+QQDgw+Z91DhJAszLiT3QikdCFF1444b7TTjtNxWJRiUTCpqoAAJiZqU6uioX8OranXScs69CqnqhWL4lp7QzmwzbzEb7AwRgRYt/4xjfK5zvgiL5SSYsWLVJXV5dNVQEAMDPTBU6Xy6VwYN9l/yO6ozPavd/sR/gC0zGinWAqjz76qK688sppH89ms8pms+Mfs2ILALBbvU6uavYjfIGpGBlin3zySY2OjmrdunXTfs6tt96qG2+8sYFVAQCahWVZdRvIX6/AyUECaDXGHTs7Njams88+W9/97nc1f/78aT9vqpXYJUuWcOwsgJZSzzDWrBp1NCqvDdBix85eccUV+upXv3rQACtJgUCAqQUAWpop59Q7KcxNPvlq36X+vqGkhvdmtWYGG64OpdVPrnLS6w4zGRVi//mf/1nnnnuujj766PH7/vKXv+jwww+3sSoAcJ5GhrHZ1umUoH3gyVflQBUOeLXcH1b/SEqbBhJaGwkQtmbJSa87zGVMiF2/fr2effZZHXbYYbr//vslSfF4XFu2bNFNN91kc3UA4BymhDGnBe2ZnHzVyiuoU5nJqqrTXneYy4gQ+/jjj+uCCy5QLpfTvffeO+GxDRs22FQVADiTCWHMiUG7kpOvhlPZik6+aqVL5TNZVXXi6w5zGRFiTznllAmbtAAA06tlGKsXJwbtWp181UqXyme6qurE1x3mMuKwAwDAZJZlaU8qp53xjPakcuPD86c6FWp/TjiGtJKgnSuWGhq0a3HyVTnU9Q0lFQ36tDgWUjToU99QUhs3D2kwkan3j9EwB66qhgNeedyufauqnWHFx3LaNJCY8P/Sia87zGXESiwAYKKDrfZ1RQLqiYXUN5TUcn94wopXOYz1dkVsPYa0Vquelaj00v5sDyJotUvl1ayqNvJ1R/MjxAKAYSq5hFuPU6FqqbzqWe+gPdNL+7M5iKDVLpVX07bSqNcdrYEQCwAGqXi176guRx9DWq/jV/dX7S74ak++MqEXuZaqWVVtxOuO1kGIBQCDzGS1z+nHkNbr+FVp9pf2qzmIoNUulVe7qlrP1x2thRALAAaZ6Wqf00+FqlfQtuPSfqtdKp/NqqrT32DBDIRYADBIM6721SNo23FpvxUvlc9mVdXpb7DgfIRYADBIq632Vasc9sdyBUku5Usl+dxuhQMeuVyuisP+TA8taMVL5ayqwi6EWAAwSCuu9lUjFvIp7PfqNy+NyON2q1gqyetxqyPs19K5IY2O5Q4Z9qs9tKAVQx2rqrADIRYADNOKq30zNZTMak86p73ZorzuoubNCciS9MrutF4e2qvVS+ceNOxXO9mgjFAH1B8hFgAM1IqrfZUqTyYoWZbWrpynV3ZnNJLKqlAqKez3qFDyqDPsV1ckcNCvb5VDCwBTEWIBwFCs9k1t/8kE4YBX7SG/Utmi8sWSfB63JEvJTGHayQStdmgBYCpCLACgqRw4mcAll+bsN8mhWLI0kspNO5mg1Q4tAExlzgwWAAAqsP8YsqkcajLBbL8eQGPwNxAA0FTKY8gGkxlZljXhsfIYsp5YaNrJBLP9egCNQTsBAKCpzHYMWS3GmM10vuyh1Pr5gGZAiAUANJ3ZjiGbzddXO1+2Uc8HNAtCLACgKc12DFk1Xz/b+bL1fj6gmRBiAQBNa7ZjyGby9bWeL8u8WuDg2NgFAEANzGS+rB3PBzQbQiwAoKEsy9KeVE474xntSeUmTQAwVSXzZXPFUsXzZWv9fECzoZ0AAAxj8k71Zt6ktP982XBg8j+vM50vW+vnA5oNIRYADGJyCGz2TUrl+bJ9Q0kt94cnvLEoz5ft7YpUPF+21s8HNBvevgGAIcohsG8oqWjQp8WxkKJBn/qGktq4eUiDiYzdJU7rwE1K4YBXHrdr3yalzrDiYzltGkgY3VpQni/b3uZX/0hKqWxBxZKlVLag/pFURfNl6/l8QLMhxAKAAUwPga2ySak8X7a3K6JEJq9to2klMnn1dkW05siZrzTX+vmAZkI7AQAYYCYhcDYjpeqlkk1Kw6lsU2xSmu182no/X62Z3KMNsxFiAcAApofAVtukNNv5tPV+vloxuUcb5muO3xYA0OT2D4FTcVoIPHCMVnubVz2xkAaTmUktD+VNSj2xEJuUDGJyjzaaAyuxAGAAk3aqT7c6t6A9oOG9WfWPpCZMJxhMZtikZBhOE4MTEGIBwADlnepOD4GHGqO1qieqnfGsBkbTGk5l5fe41dsV4fKzYUzv0UZzIMQCgCHKO9XLq5xOC4GVrM7tjGe1ZuU8xccKbAQymOk92mgOhFgAMIiTd6pXujoXHyuwOme4VtuoB2fiTxcAGKa8U31Be1Bzw35HBFipstW5XLHE6lwTKPdos1EPdiLEAgBqwrQJCqgep4nBCfhNAgCoCVbnWgunicFu9MQCAGrClAkKTmTqqVdO7tFG8yPEAgBqxukTFJzI9FOvnHqaGJofIRYAUFOszlXuUHN116zksjwwHUIsADQRp1yWZnXu0Dj1CpgdQiwAOMRsA6idl6WdEp5NwqlXwOwQYgHAAWYbQO28LG16T6ddOPUKmB1GbAGAzcoBtG8oqWjQp8WxkKJBn/qGktq4eUiDicxBv/7Ay9LhgFcet2vfZenOsOJjOW0aSEwae+WE2lsZc3WB2eFvBgDYqBYBdCaXpaf6/ntSOe2MZ7QnlZtR0LUzPDcD5uoCs0M7AQDYqBZ9kdVelp5JG8BUPa/0dM4Oc3WB2SHEAoCNatEXuf9l6XBg8q/1qS5Lz6SHdrqw2x0NGNHT6eRNZ8zVBapHiAUAG1UTQA9UvizdN5TUcn94QkArX5bu7YqMX5aeyWinoWR22rC7ZSSlbL44q9rrzYRNZ8zVBapDTywA2KgWfZHly9LtbX71j6SUyhZULFlKZQvqH0lNuixdaRvAnlROzw7EtTM+pvY2nyxJbrfGe17zpZKyhZJ2JcYc2dNp0qaz8lzdBe1BzQ37CbBABViJBQAb1aovciaXpSttYXhhZ1KPvTCoTKGkgfiYvG63OsMBLetsU3ubX/MjQQ0Ux+TzeBzX08lBAkDzI8QCgM1q1RdZ6WXpSloYsvmSft+/WzsTGS3rCCng8yhfKGlHPK3EWF7HLI5qTsCngM+tEw6bq8FErqra69WvyqYzoPkRYgHAAWrVF1nJca+H6qHdlcwoWyjKJY2HQLfLpYDPo/neoHYlM9oyMqYVXa7xHtOjF7XPuPZ69qtykADQ/AixAOAQlQTQWn2fg7Uw+D1uFbxuLWpvU9GSdiYyCnjd+0Kpy6VYm1/DezPyuqVVPbHxwDqT2ut9wlgtNswBcDb+9gJACyq3MPR2RZTI5LVtNK1EJq/erohev7xDAZ9HbX6vlnWEFPZ5Nbg3q0y+qFLJUtGyNJjMKuT3VtXz2ohDEjhIAGh+rMQCQIuaroVhNJ0fX8WMvbo5a8vutHanckpm8iqVLC2IBnXKkdWtljaiX5WDBIDmR4gFgBY2VRvAgT2zsZBf7W0+pbJF5YpF7YhntGpRu46YP6eq79moflUOEgCaGyEWADDBdKuYLpcUH8trYaxNxyxur3oVs5H9qhwkADQvQiwAYJJ6rmLO9ISx2WrUhjkAjUWIBQBMqV6rmPSrAqgFQiwAYFr1WsWkXxXAbBFiAQC2oF8VwGwQYgHAQPU6rrXR6FcFUC1CLAAYpp7HtQKAKaqaX5LP56e8/8UXX1ShUJhVQQCA6ZWPa+0bSioa9GlxLKRo0Ke+oaQ2bh7SYCJjd4kA0BBVhdhLLrlkyvsXLlyoiy++eFYFAQCm1ojjWluVZVnak8ppZzyjPakc/w8BA1TcTpBKpfTAAw/Isiy9+OKLuvfeeyf8JbcsS88995weeughfec736lLsQDQyhpxXGsroj0DMFPFITYcDmvevHn60Ic+pOHhYf3yl7+c9DmxWExXXnllTQsEAOzTqONaW0m5PSM+lpswr7ZvKKnhvVmtWdlFkAUcakYbu/7u7/5OTzzxhO677z7dcMMNdSoJADCVRh7X2goObM8or26HA14t94fVP5LSpoGE1kYCRk5+AJrdjH/THXHEEQcNsM8888xs6gEATKN8XOtgMjOpZ7N8XGtPLFSz41przWl9pzNpzwDgPFWN2Mrlcvr2t7+tP/3pTxobGxu/v1Qq6YknntCLL75YswIBAPuYfFyrE/tOac8AzFZViD399NP129/+VqtXr1YgEBi/P5/Pa+fOnTUrDgAwkYnHtTq175T2DMBsVYXY3//+9/rlL3+pE044YdJjP/rRj2ZdFABgeiYd1+rkvtNye0bfUFLL/eEJ37/cntHbFXFsewbQ6qoKsWeffbbC4fCUj5100kmzKggAcGimHNfq5LFgJrdnAKgyxF588cW69dZb9bGPfWzC/ZZl6X//7/+tO++8sybFAQDM5vS+UxPbMwDs47Kq2B568skn6ze/+c3UT+hyqVgszrqwWkskEmpvb1c8Hlc0GrW7HABoCXtSOf34me2KBn1T9p2msgUlMnm949hFtq4sW5ZlRHsG0Gxmk8+qWok977zzdM0112jVqlUT7i8UCrrrrruqeUoAQBMype/UlPYMAH9V1UpsKpVSW1ub3O7JOzbT6bRCoVBNiqslVmIBwB7TTSco952uOZJTsYBWNZt8VtXckHA4rG9961u67rrrJO1bgf3KV76iX/ziF44MsAAA+5T7Tnu7Ikpk8to2mlYik1dvV4QAC6BqVbUTfPnLX9Z1112nU045Zd+TeL363Oc+p49+9KMqFAo6/fTTa1okAGB6JvRzmjQWDIAZqgqxDz74oP70pz/pP/7jPybcf9555+mqq64ixAJAgzjxJKzp0HcKoJaqCrHHHHOMjjrqqEn3//nPf9bmzZtnXRQA4NCcehIWADRCVT2xXV1dSqVSEy4D/e53v9MXvvCFSRMLAAC1d+BJWOGAVx63a99JWJ1hxcdy2jSQUBV7dwHACFWtxF555ZX64Ac/qL/85S96+eWX9fzzz+uZZ57R/Pnz9c1vfrPWNQKAERrZm+rkk7AAoBGqCrHz58/Xgw8+qP/zf/6Pfvvb32r+/Pm69NJL9f73v19tbW21rhEAHK/RvalOPwkLAOqtqhBbdtZZZ+mss86acN/DDz+sv//7v5/N0wKAUezoTQ143fJ73Mrki1OehJXJF+X3uBXwVtU1BgCOV1WIfemll/T1r39dL730kjKZzHjPlWVZevbZZzU8PFzTIgHAqQ7sTS1f2g8HvFruD6t/JKVNAwmtjQRq2lpgyklYAFAvVYXYd77znUqn0zr55JPl8/31F2SpVFJ/f3+tagMAx7OrN9XlcmlVT1TDe7PqH0lNeRLWqp4oc1gBNK2qQuyOHTvU19enuXPnTnrssccem3VRAGAKO3tTyydhlXtxh1NZ+T1u9XZFHDknFgBqqaoQe+aZZ0777v6II46YVUEAYBK7e1M5CQtAq6oqxH7961/Xl7/8ZZ155pkT7s/n8/rOd76j9evX16Q4AGYw4djTenFCbyonYQFoRS6riknY//qv/6prrrlGhUJh0iBtl8ulYrFYswJrJZFIqL29XfF4XNFo1O5ygKZh0rGn9TLddIJyb+qaIzk5CwCmMpt8VtVK7E033aQvfvGLOuusszRnzpzxlYexsTF94xvfqOYpARiIY0/3oTcVABqvqpXY448/Xk8++eSUj42MjKizs3PWhR0okUjosssu08KFC7V7924tXbpUV1999Yy+npVYoHYsy9JjLwztu4zeOfkyev9ISr1dEa09qqtlWgtaua2iEvz/AXCghq/E3njjjXrggQf0nve8Z9JjTz/9tN72trdV87QHdc455+ikk07S9ddfL0k69dRTFQwG9ZnPfKbm3wvAoXHs6WQN6U0tFqX/+R9pxw5p4ULpzW+WPFNPRnAS2k4A1FpVIfZHP/qRfvazn+n222+fcL9lWXruuec0ODhYk+LKfvWrX+lnP/uZvvWtb43f9+EPf1iXXnqp1q1bN2FWLYDG4NhTGzzwgPTpT0vbtv31vsWLpX/7N2mKRQWnoO0EQD1UNfMlEolo8eLFWrZs2YTbkiVLFA6Ha12jHnzwQXV0dGjp0qXj961evVp79uzRhg0bav79ABza/qOlpsKxpzX2wAPS2WdPDLCSNDCw7/4HHrCnrkM48ESzcMArj9u170SzzrDiYzltGkhM2iQMAIdS1UrsRz7yEX3605/WsmXLJj32xBNPzLqoAz311FNasmTJhPsWL148/tgZZ5xR8+8J4OCcMFqqZRSL+1Zgpwp6liW5XNJll0nvepfjWgtoOwFQL1UtkXi93ikDrCSdfPLJsypoKrt27Zq0wtvW1iZp3+lhU8lms0okEhNuAGqnfOxpe5tf/SMppbIFFUuWUtmC+kdSHHtaS//zP5NXYPdnWdLWrfs+r4Esy9KeVE474xntSeWmXE2tpO0kVyzRdgJgxqpaiV2zZo0+8YlP6H3ve19DTujK5/PyHLC64PUevPRbb71VN954Yz3LAloeo6UaZJo365V8Xr0mAlS6UcvuE80ANK+qQuz3vvc9LVy4UPfee69efvllve51r9O5556rnp6eWtcnSerq6lI6nZ5wXyaTkSR1d3dP+TVXX321Lr/88vGPE4nEpJYEALPHsacNsHBhVZ9Xr4kAM9moRdsJgHqpKsSefvrpkqTjjjtOkvTcc8/puuuu00svvaT3ve99Ovvss9XR0VGzIlevXq0HH3xwwn3lCQgnnnjilF8TCAQUCARqVgOA6TXzsae1Xsms6vne/OZ9UwgGBqbui3W59j3+5jeP31WviQAHbtQq1x4OeLXcH1b/SEqbBhJaGwnI5XKNt50M782qfyQ15YlmtJ0AqEZVITaZTCoSiUiSfv7zn+vOO+/Uj3/8Y3V1demll17S9ddfr2w2q49//OM6/vjjZ13ke9/7Xt15553atWuX5s+fL0l6/vnn1dHRoVNOOWXWzw8AU6n1SmbVz+fx7BujdfbZ+wLr/kG2HP5uu218U9dMg+ZMVLNRi7YTAPVQVYi99dZbNW/ePN111136y1/+ohNOOEH33HOPzj333PGZrYlEQh/4wAd0+umn65JLLplVkW9961v1d3/3d/re976nz3/+85KkBx54QNdcc41CodCsnhsAplLrlcxZP9973iPdf//Uc2Jvu23CnNh6TgSodj4wbScAaq2qY2fdbrf8fr/e85736FOf+pT+9m//dsrP++QnP6n777+/JocfxONxXX755Zo3b56CwaDa2trGA20lOHYWQKVqfaRuTZ+vghO7dsYzevjZ7VocC8njnvx8xZKlbaNp/f0xi7SgfWaroHtSOf34me2KBn1TbtRKZQtKZPJ6x7GLmrbFBEDtNPzY2Xe+85266667tPAQmw28Xq/+5m/+pppvMUl7e7u+853v1OS5AOBgar2SWdPn83ikNWumfdiyLI3lCsrkSxpJZdUVCcilid9zNhMBarFRq14TEwC0lqpC7D333KO5c+ce8vO+8Y1vVPP0AGCrWh+p26gjess9t9v2pLR1d0rPbsvriO6Ils8Lqb1tXzie7USA2W7UqtfEBACtp6rBfHPnztWGDRt08sknKxgMas6cOTrjjDP05JNP1ro+AGi4Wh+p24gjess9t31DSbW3+XX8kg7NDfn1px0J/aF/j3ansjU7iKK8Uau3K6JEJq9to2klMnn1dkW05sjpe3t3xcf08DM79NTW3fK4XOppb1M06FPfUFIbNw9pMJGp+ucH0HqqWon96U9/qne84x067LDD9I//+I/q6urSrl279O53v1vf//739Za3vKXWdQJAw9R6tmm9Z6VONY0gHJD+ZtlcbRlJ68+DST35yqiOXhit2USAmW7U2hUf0/r/7xW9sDOp9qBPu1N5dYT9WtYR0vLO2U1MANCaqgqxt9xyi+6//36dddZZE+7fu3evrrzySkIsAKPVerZpvWelTtdzGwv51d7m08L2oPakc3rTEfO0fF64ZiGx0vnAg4mMHnl2pzbvTGp+JKA5AZ9yxZJ2JjJKjhX2hepZTEwA0Jqquna1evXqSQFWkubMmXPIzV4AYIJqL5k36vn2d7CeW5fLpc45AQX9HrX5vQ1f5SyvEu9J5xVt82pO0Ce326Wgz6PuOQGl8gVt2Z1WwOtWrliadV8wgNZR1Uqs3z/1u+TR0VH9+te/nlVBAOAUtZ5tWq9Zqfv33E419qoWPbfVKq8SL2gPaCSVVb5QUuDVsO1yuV5tLchpdypnW40AzFTVb4twOKzLLrtMv/71r7V582Y9/vjjuv7663X00UfrbW97W61rBADblC+ZL2gPam7YP+vAWevnk/7aczuYzOjA0d/lntueWKjqntvZKK8Sd4T96gwHNDqWm3DimN/jVr5Q0o7EmG01AjBTVSux1113nT7xiU/ozfud0+12u3XZZZfpqquuqllxANCsajkrtd49t7NRXiXO5kta1tmmxFheu5IZxdr88nnd2pvNK57J6zWLorbVCMBMVZ3YVfbyyy/r97//vbxer0466SRH98NyYhcAp6jXrFQnzmA98LSyRCavLSNj+1oLikUlxgpauSCi95+4VPPb22ypEYB9ZpPPKgqxY2Nj8vv98nimHtRtAkIsACcoz3ONj+Umr5i2+bVm5ew2eTnxNKwDf+aAz63dqZx2xrPqCPv0d6sWEGCBFjWbfFZRT+xRRx2lj33sY+Mf9/b2yuPxTHsLhUJasWKFLr30UiUSiZn9NADQpCzL0rMDce2Mj6m9zSdLktsthQNeLe8MKz6W06aBxKS+1pmoR8/tbB04mWFgdEzFkqXVS2I645iFBFgAVamoJ/azn/2sVq5cOf7x+eefL8uydNhhh037NZZlaffu3bruuut02223zbpQADDdi7v26rEXBpUplDQQH5PX7VZnOKBlnW1qb/M39azUek1mANC6Kgqx69atm/DxP/7jP6qjo0OxWOygX1csFvXOd76z6uIAoFkMJjL65Z+HtDOR0bKOkAI+z75d+fG0EmN5HbM4qjkBn4ZT2aadlVrp4QgAUImqRmytWLFi2gA7Ojo6/t9f/vKX1dfXV823AICmUR74n84Vxk/VcrtcCvg8mh8JKpXbt9lpLF9gVioAVKiqEVuSFI/H9ec//1ljY2Pj95VKJa1fv17f+ta3JEnve9/7dPrpp8++SgAwWHng/7KOkAolSzsTGQW87n2X0l0uxdr8Gt6bkdctreqJMSsVACpQVYj9t3/7N332s59VsVictAHB5XKNh9gjjzxy9hUCgOHKA//b/F4t6wgpOVbQ4N6s2oM++T1uFS1Lg8msVsybw6xUAKhQVSH2C1/4gq666iqdf/75CgQC4/fncjk2cQHAAfY/Fjb26sEDW3antTuVUzKTV6lkaUE0qFOOnN14LQBoJVWF2JUrV+qSSy6Z8nCDf/qnf5p1UQDQTMrHwvYNJbXcH1Ys5Fd7m0+pbFG5YlE74hmtWtSuI+bPsbtUADBGVbsH/v3f/10//OEPp3xsw4YNsyoIAJpN+VjY9ja/+kdSSmULKlmSyyXFx/JaGGvTMYvbW7aNwLIs7UnltDOe0Z5UblZzcgG0jqqOnX33u9+tJ554QnPmTFw1sCxLO3bsUCaTqVmBtcKJXQDs5sRjYe3G/xOgtc0mn1XVTrBixQqFw2EdccQRE+4vFot6+OGHq3lKAGh6DPyfaLojePuGkhrem531EbwAmltFIbZ8dKzb7dacOXP0kY98RMuWLVM4HB7/nGuvvVbJZFLnnHNOfSoFAJtYllWz4MnA/33Ks3PjYzkt7wyP//8MB7xa7g+rfySlTQMJrY0EWjbkAzi4inpi586dq/e+97164IEHJElz5szRyMiIXnnlFb3yyiuSpJtvvlmHH364rrnmmvpVCwANNpjI6LEXhvTjZ7br4We368fPbNdjLwxpMOG8timTlGfnlg9/2J/L5ZpwBC8ATKWiEHv00Udrw4YNOv/88yVJ9913nw477DB9+tOf1uOPPz7+eZ/61KemnFgAACYqX+7uG0oqGvRpcSykaNCnvqGkNm4myM5GeXZu0OeZ8vGgz6NcsdS0R/ACmL2K2glWrlw54eOrr75a//3f/60HH3xw0ue+9rWvrU1lAGAjLnfX1/6zc8OByf8UZfJFjuAFcFAV/Xbw+SYfgbhs2bIpP5ed/wCaAZe766s8O3cwmZk0UsuyLA0mM+qJhTiCF8C0qn6LO93KQ6nEpR8A5uNyd31NNTu3WLKUyhbUP5JS+6snm7HKDWA6FbUTPPfcc/r+978/4b5XXnlF995774R30IVCQX/84x9rWyEA2IDL3fXXHQ1qzcqu8Tmxw6ms/B63ersizIkFcEgVHXbgdrsnvRu2LGva+4rFYm2rrAEOOwAwE5Zl6bEX9m3q2r8ntvxY/0hKvV0RrT2qi9XCWarlCDMAZqn7YQfHHnusPv7xj6utre2gn5dKpXTnnXfOqAAAcKLy5e7hvVn1j6QmDOMfTGa43F1DzM4FUI2KQuy1116rf/iHf6joCbu7u2dVEAA4xZSXu91uzY8GtaJrjnwe95RXpQAA9VdRO0EzoJ0AQLXKl7sHRtN6aTCt0bGs8iVLfo9bPbEQ/ZsAUKW6txMAQCtzuVzKF0v60/ak4mO5Ca0FfUNJDe/Nas3KLoIsADQQ22oB1I1lWdqTymlnPKM9qdykeaCmOPDgg3DAK4/bte/gg86w4mM5bRpIGPvzAYCJWIkFUBeDicx4L2muWDL60vtMDj5ggxIANAYhFkDNDSYy2rh5qGkuvVdy8MFwKquxXEGj6ZyS2YIiAa+WdYbkdrfeBS9GZgFoBEIsgJo68NJ7ObyEA14t94fVP5LSpoGE1kYCxgSbSg4+GNmb1T2/6df20YyyhaICXo96u8L6X0cv0GsXtdtQtT2aaQUegLMRYgHUVDNeeo+FfOqJhfYdfOCffPDBswNxPb8jroDXo8Vz2xTytymdK2jTQELb94zpgjcdVnWQNWlVs9lW4AE4GyEWQE1Veuk9Wyg1uLLqHezgg13JjPpHUnK5XHrNgohcr7YPRNv8igS8emHXXv3suZ06akFkxq0FJq1qNuMKPABna71mLQB1tf+l96lk8kX5PW4FvGb9+ikffNDbFVEik9e20bQSmbzmvNpesGJeeDzAlrncbvXEguobSmnLSHpG36+8qtk3lFQ06NPiWEjRoE99Q0lt3DykwUSmZj9bLcxkBR4AaoGVWAA1dahL74PJjHq7IoqFfDZWWZ3uaFBrI4EJl/df2Z3SY5sHFfJP/es05PdqRyKjZLZQ8feZalXTkiVLUnubTzvjY3p2IK63OmhVsxlX4AE4GyEWQE0d7NL7YDKj9pBfq3qijglfM+VyuSb08o6mcwp4PUrnCoq2Te7xTecKCng9ikyxIWw6B65qxsdy2jIyppFUVoVSScWSNJjMasnckI5cEKnJzzVblWx+M3EFHoBz8dsEQM1Nd+m9tyuiNUc21+aeZZ0h9XaFNTCakVWauMpolUoaGM2otyusZZ2hip9z/1XN+FhOz25LaEc8rZDPo85wQO1Br3YmMvrln53TVlBegR9MZiYd+lBege+JhYxcgQfgTKzEAgZz8s71qS69O6m+WnG73fpfRy/Q9j1jemHXXvXEggr5vUrnChoYzagj7NP/OnrBjDZ1lVc1x/IFbRkZUyqX1/xIUHr1/125x7Q8AcEJm6WafQUegPMQYgFDmbBz/cBL783qtYvadcGbDtPPntupvqGUdiQyCng9WtUTrWpObHlVc9PAqIb3ZhRr848HWMuyFM/ktSAa1LKOkKPGlZVX4Mt/LodTWfk9bvV2RRz15xJAcyDEAgZiHqfzvHZRu45aENGWkfSsT+wqr2r2De3VYDKrpR0elUqWcsWS4pm8wj6vlnWE1Ob3aiSdc9RmqVZZgQdgP0IsYBjmcTqX2+3WYV1zavJc3dGg3nJkl7aMpJQcyyvlLsjrcY+vwMZCfqWyBUdulmqVFXgA9iLEAoZpxhOxMLUj5s/R2pXd2rQ9roXtQfk9HoUDnn0jtwwfVwYAs+Wst+8ADqmSeZy5YslRl5gbwbIs7UnltDOe0Z5UbtIOeRO5XC4ds7hdC9vbFB/Ly+WSSpaUyhbUP5JisxSAlsZKLGAY5nFOZsImt2qxWQoApkaIBQzTzCdiVaMVNrmxWQoAJmudpRqgSZR3rre3+dU/klIqW1CxZLXkJeYDN7mFA1553K59m9w6w4qP5bRpINE0rQVzw34taA9qbtjfEq8vABwMIRYwUCudiHUwM9nkBgBoLrQTAIbiEnNlm9yGU9mW2+QGAK2AEAsYrNXncbLJDQBaF7/ZARirvMltMJmZ1Pda3uTWEwu1zCY3AGglhFgAxmKTGwC0LtoJgCZlWVZL9MsyRxUAWhMhFmhCzTz8fypscgOA1kOIBZpMKwz/n0q1m9xaZcUaAJoNIRZoIgcO/y+HsXDAq+X+sPpHUto0kNDaSICgptZbsQaAZsLGLqCJMPy/cuUV676hpKJBnxbHQooGfeobSmrj5iENJjJ2lwgAOAhCLNBEKhn+nyuWWn74fysdVwsAzYoQCzSR/Yf/T4Xh//uwYg0A5mvtf8mAJsPw/8qwYg0A5iPEAk2E4f+VYcUaAMzHb2igyZSH//d2RZTI5LVtNK1EJq/erojWHNmc47VmihVrADAfI7aAJsTw/4Mrr1gP782qfyQ1YZ7uYDLDijUAGIAQCzSpaof/twqOqwUAsxFiAbQsVqwBwFyEWAAtjRVrADATG7sAAABgHEIsAAAAjEOIBQAAgHHoiQWABrIsi41kAFADhFgAaJDBRGZ8pFeuWJLf41ZPLMRILwCoAiEWABpgMJHRxs1Dio/lJhyu0DeU1PDerNas5DQ1AJgJemIBoM4sy9KmgYTiYzkt7wwrHPDK43YpHPBqeWdY8bGcNg0kJh2BCwCYHiEWAOpsNJ3XwGha3ZHghP5XS5ZSuaL8XrdeHExqTypnY5UAYBbaCQCgzrKFknLFkoI+z/h98bGctoyMaSSVVa5Y1N6xguaFA3rzkfNoKwCACrASCwB1FvC65fe4lckXJe0LsM9uS2hHPK2Qz6NIwKc5Aa+2jaa1cfOQBhMZmysGAOcjxAJAncVCPvXEQhpMZlSyStoyMqZULq/5kaD8XreS2YIWxNr0mgUR+mMBoEKEWACoM5fLpVU9UbW3+fXCjqS2x8cUDfqUKZQ0uDersM+rZR0hud1udUeCGhhNazSdt7tsAHA0QiwANEB3NKg1K7vUMzekVDavxFhBY/miFkSDWtUTVSzklyQFfR7liiVlCyWbKwYAZ2NjFwA0SHc0qLUruzS8N6Og16P2Nr/CAc+EiQWZfFF+j1sBL2sMAHAw/JYEgAaaG/briO6ocsXSpABrWZYGkxn1xEKKhXw2VgkAzkeIBYAG2r8/tn8kpVS2oGLJUipbUP9ISu0hv1b1RCeEWwDAZLQTAECDlftjNw0kNDCa1nAqK7/Hrd6uiFb1RJkTCwAVIMQCgA26o0GtjQQ0ms4rWygp4HUrFvKxAgsAFSLEAoBNXC6X5ob9dpcBAEYypif2wQcf1HHHHadIJKI3velNeuqpp+wuCQAAADYxIsQ+9NBDuvvuu3XNNdfopptu0nPPPadTTz1VQ0NDdpcGoE4sy9KeVE474xntSeU4wQoAMIER7QSPPvqoHn74YXk8HknS4sWLdc455+ihhx7SRz/6UZurA1Brg4nM+KanXLEkv8etnliITU8AgHGOD7G5XE7nnnvueICVpNNOO02StGfPHrvKAlAng4mMNm4eUnwsp+5IUEGfR5l8UX1DSQ3vzWrNyi6CLADA+SHW7/frjW9844T7SqV9xzGuXr162q/LZrPKZrPjHycSibrUB6B2LMvSpoGE4mM5Le8Mj+/UDwe8Wu4Pq38kpU0DCa2NBNjFDwAtzoie2AM9+uijOu644/T2t7992s+59dZb1d7ePn5bsmRJAysEUI3RdF4Do2l1R4KTQqrL5VJ3JKiB0bRG03mbKgQAOIVxIbZUKulrX/uavvvd7x50Jebqq69WPB4fv23durWBVaLVsSmpOtlCSbliSUGfZ8rHgz6PcsWSsoVSgysDADiN7e0EN9xwg2688cZpH58/f7527tw5/vHNN9+sdevW6fjjjz/o8wYCAQUCgZrVCVSKTUnVC3jd8nvcyuSLCgcm/3rK5Ivye9wKeI17/w0AqDHbQ+ynPvUpffCDH5z2ca/3ryX+5Cc/kc/n0/ve975GlAbMGJuSZicW8qknFlLfUFLL/eEJV1ssy9JgMqPerohiIZ+NVQIAnMD2ENvR0aGOjo5Dft5zzz2njRs36itf+cr4ffl8Xtu3b9eyZcvqWSJQETYlzZ7L5dKqnqiG92bVP5Ka8EZgMJlRe8ivVT1R/v8BAOwPsZXYsWOHPvnJT+qSSy7R/fffL0kqFAr66U9/qm984xs2VwfsM5NNSRw1Or3uaFBrVnaNt2QMp7Lye9zq7YrQkgEAGOf4EJvJZHTGGWfo6aef1uOPPz7hsQ984AOKRqM2VQZMVMmmpOFUlk1JFeiOBrU2EtBoOq9soaSA161YyMcKLABgnONDbDAY1FNPPWV3GcAhsSmptlwuFyvWAIBp8a8pUCPlTUmDycykkVrlTUk9sVBVm5IY2QUAwESOX4kFTFGvTUn1HNllWRaX7AEARiLEAjVU601J9RzZxTxbAIDJCLFAjdVqU1I9R3YxzxYAYDp6YoE6KG9KWtAe1Nywv6pL9DMZ2TUTB4bjcMArj9u1Lxx3hhUfy2nTQIK+WwCAoxFiAYeqZGRXrlia8ciueoVjAAAaiRALONT+I7umUu3IrnqFYwAAGokQCzhUvUZ21SscAwDQSPwrBThUeWRXe5tf/SMppbIFFUuWUtmC+kdSVY/squc8WwAAGoXpBICD1Xpkl1S/ebYAADQSIRZwuFqN7DrwOWsdjgEAaCRCLGCA8siuWqpHOAYAoFEIsUALq0c4BgCgEdjYBQAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4zIkFDmBZFgcAAADgcIRYYD+Dicz4Uay5Ykl+j1s9sRBHsQIA4DCEWOBVg4mMNm4eUnwsp+5IUEGfR5l8UX1DSQ3vzWrNyi6CLAAADkFPLKB9LQSbBhKKj+W0vDOscMArj9ulcMCr5Z1hxcdy2jSQkGVZdpcKAABEiAUkSaPpvAZG0+qOBCf1v7pcLnVHghoYTWs0nbepQgAAsD9CLCApWygpVywp6PNM+XjQ51GuWFK2UGpwZQAAYCqEWEBSwOuW3+NWJl+c8vFMvii/x62Al78yAAA4Af8iA5JiIZ96YiENJjOT+l4ty9JgMqOeWEixkM+mCgEAwP4IsYD29b2u6omqvc2v/pGUUtmCiiVLqWxB/SMptYf8WtUTZV4sAAAOwYgt4FXd0aDWrOwanxM7nMrK73GrtyvCnFgAAByGEAvspzsa1NpIgBO7AABwOEIscACXy6W5Yb/dZQAAgIOgJxYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4HDsLoGEsy9JoOq9soaSA161YyCeXy2V3WQAAAxFiATTEYCKjTQMJDYymlSuW5Pe41RMLaVVPVN3RoN3lAQAMQ4gFUHeDiYw2bh5SfCyn7khQQZ9HmXxRfUNJDe/Nas3KLoIsAGBG6IkFUFeWZWnTQELxsZyWd4YVDnjlcbsUDni1vDOs+FhOmwYSsizL7lIBAAYhxAKoq9F0XgOjaXVHgpP6X10ul7ojQQ2MpjWazttUIQDARIRYAHWVLZSUK5YU9HmmfDzo8yhXLClbKDW4MgCAyQixAOoq4HXL73Erky9O+XgmX5Tf41bAy68jAEDl+FcDQF3FQj71xEIaTGYm9b1alqXBZEY9sZBiIZ9NFQIATESIBVBXLpdLq3qiam/zq38kpVS2oGLJUipbUP9ISu0hv1b1RJkXCwCYEUZsoeUwcL/xuqNBrVnZNT4ndjiVld/jVm9XhDmxAICqEGLRUhi4b5/uaFBrI4GDvoHgDQYAoFKEWLQMBu7bz+VyaW7YP+VjvMEAAMwEPbFoCQzcd7byG4y+oaSiQZ8Wx0KKBn3qG0pq4+YhDSYydpcIAHAYQixaAgP3nYs3GACAahBi0RIYuO9cvMEAAFSDEIuWwMB95+INBgCgGvyLjZbAwH3n4g0GAKAa/KuAlsDAfefiDQYAoBqM2ELLYOC+M5XfYAzvzap/JDVh/NlgMsMbDADAlAixaCmVDNxH4/EGAwAwU4RYtJyDDdyHfXiDAQCYCUIsAMfgDQYAoFJs7AIAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxjAyxl112mW644Qa7ywAAAIBNjAuxv/71r3XHHXfYXQYAAABsZFSIzWazuuOOO/SGN7zB7lIAAABgI6NC7M0336zPfe5z8nq9dpcCAAAAGxmTBv/4xz/K5/Pp2GOPtbsUoOlZlqXRdF7ZQkkBr1uxkE8ul8vusgAAGGdEiM3n8/ra176m733vexV/TTabVTabHf84kUjUozSg6QwmMto0kNDAaFq5Ykl+j1s9sZBW9UTVHQ3aXR4AAJIMaSf46le/qs985jPy+/0Vf82tt96q9vb28duSJUvqWCHQHAYTGW3cPKS+oaSiQZ8Wx0KKBn3qG0pq4+YhDSYydpcIAIAkB4TYG264QS6Xa9rbvHnzlM1m9frXv35Gz3v11VcrHo+P37Zu3VqnnwBoDpZladNAQvGxnJZ3hhUOeOVxuxQOeLW8M6z4WE6bBhKyLMvuUgEAkMuy+V+k3bt3a/fu3dM+ft999+mWW26Z0I+Xy+Xkdrvl9Xq1efNmLVu27JDfJ5FIqL29XfF4XNFotCa1A81kTyqnHz+zXdGgT+HA5E6jVLagRCavdxy7SHPDlV8VAQBgOrPJZ7b3xHZ0dKijo2Paxy+55BKde+65E+47//zzdeKJJ2rdunVatGhRvUsEWkK2UFKuWFLQ55ny8aDPo+FUVtlCqcGVAQAwme0h9lDmzZunefPmTbgvFApp3rx5Ouqoo2yqCmg+Aa9bfo9bmXxxypXYTL4ov8etgNf2LiQAAOzviQXgDLGQTz2xkAaTmUl9r5ZlaTCZUU8spFjIZ1OFAAD8leNXYqeyceNGu0sAmo7L5dKqnqiG92bVP5JSdySooM+jTL6owWRG7SG/VvVEmRcLAHAEI0MsgProjga1ZmXX+JzY4VRWfo9bvV0R5sQCAByFEAtggu5oUGsjAU7sAgA4GiEWwCQul4sxWgAAR2NjFwAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYBxCLAAAAIxDiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsAAAAjEOIBQAAgHEIsQAAADAOIRYAAADGIcQCAADAOIRYAAAAGIcQCwAAAON47S5gprZv36477rhD0WhUxxxzjM444wy7SwIAAECDGRVi77vvPn3961/Xd77zHR133HF2lwMAAACbGBNi169fr3Xr1umpp57S8uXL7S4HAAAANjKiJ3ZgYEAXXXSRrr32WgIsAAAAzAixt912m1KplLZt26a3ve1tWrBggS688EIlk0m7SwMAAIANjGgnePjhh7VixQp98YtfVGdnp5555hmdfPLJymQyWr9+/ZRfk81mlc1mxz+Ox+OSpEQi0ZCaAQAAcHDlXGZZ1sy/2DJAKBSyPvWpT02475JLLrEkWSMjI1N+zfXXX29J4saNGzdu3Lhx4+bwW19f34zzoe0rsTfccINuvPHGaR+fP3++SqWS/H7/hPtPPvlk3XHHHXrppZfU0dEx6euuvvpqXX755eMfj46OatmyZXrllVfU3t5eux8As5ZIJLRkyRJt3bpV0WjU7nLwKl4X5+K1cS5eG2fidXGueDyupUuXTpnlDsX2EPupT31KH/zgB6d93Ov16l3vepcGBgYm3B+LxSRp2h86EAgoEAhMur+9vZ0/wA4VjUZ5bRyI18W5eG2ci9fGmXhdnMvtnvk2LdtDbEdHxyHT99lnn6277rpLlmXJ5XJJknbs2KGlS5cyrQAAAKAFGTGd4PLLL1d7e7seeuih8fv+67/+S1/60peqSu4AAAAwm+0rsZUIh8PauHGjrr76av3qV7/S6OioTj/9dJ1//vkVP0cgEND1118/ZYsB7MVr40y8Ls7Fa+NcvDbOxOviXLN5bVyWVc1MAwAAAMA+XIsHAACAcQixAAAAMA4hFgAAAMZp6RC7fft2XXvttfrKV76iRx55xO5ysJ/LLrtMN9xwg91l4FUPPvigjjvuOEUiEb3pTW/SU089ZXdJLSmRSOjCCy/Utddeq0984hO69dZb7S4Jr0qn07ryyiu1cOFCzZ8/Xx//+MeVSqXsLgv7SSaTWrp0qfr7++0uBQd49NFHdcUVV+ib3/ymNm/eXPHXGTGdoB7uu+8+ff3rX9d3vvMdHXfccXaXg/38+te/1h133KFrr73W7lIg6aGHHtLdd9+ta665Rtu3b9dNN92kU089Vc8//7y6urrsLq+lnHPOOTrppJN0/fXXS5JOPfVUBYNBfeYzn7G5MlxwwQU6/PDDdeedd+pHP/qR7r77bqXTaX3/+9+3uzS86vOf/7y2bt1qdxnYTzqd1kUXXaS2tjbddtttCofDM/r6lgyx69ev17p16/TUU09xWILDZLNZ3XHHHXrDG95gdyl41aOPPqqHH35YHo9HkrR48WKdc845euihh/TRj37U5upax69+9Sv97Gc/07e+9a3x+z784Q/r0ksv1bp16+Tz+WysrrVt2rRJb33rW3XxxRdLkt797ndrcHBQ69ev17e//W3GOjnAY489Nun4etirWCzqnHPOkdfr1b333jt+mNVMtFw7wcDAgC666CJde+21BFgHuvnmm/W5z31OXm9Lvr9ynFwup3PPPXc8wErSaaedJknas2ePXWW1pAcffFAdHR1aunTp+H2rV6/Wnj17tGHDBhsrQ7nNY3+nnXaaisWiEomETVWhLJ1O67vf/a4uvfRSu0vBfm6//Xb94he/0O23315VgJVaMMTedtttSqVS2rZtm972trdpwYIFuvDCC5VMJu0ureX98Y9/lM/n07HHHmt3KXiV3+/XG9/4xgn3lUolSfsCFBrnqaee0pIlSybct3jx4vHHYJ83vvGNk1bCS6WSFi1aRMuNA9x000265pprOOHTQUqlkm699VYdfvjhuvHGG/Xa175WRx55pO65554ZPU/LLXc9/PDDWrFihb74xS+qs7NTzzzzjE4++WRlMhmtX7/e7vJaVj6f19e+9jV973vfs7sUHMKjjz6q4447Tm9/+9vtLqWl7Nq1S7FYbMJ9bW1tkqQdO3bYUBEO5tFHH9WVV15pdxkt7ze/+Y06Ojr0mte8hg1dDvKHP/xBu3bt0nnnnafbbrtNknT99dfrggsu0KJFi8av+B1Ky70t2bJli97xjneos7NTknTsscfqQx/6kH7wgx9o9+7dNlfXur761a/qM5/5DD1LDlcqlfS1r31N3/3ud6u+/IPq5PP5CW0dkmi7cagnn3xSo6OjWrdund2ltLTyHovLL7/c7lJwgC1btkiSPvShD43f94UvfEFz587VHXfcUfHzNFWIveGGG+Ryuaa9LViwQKVSaVJQOvnkkyVJL730kh1lN71DvS7z5s1TNpvV61//ertLbTmV/J3Z380336x169bp+OOPt6ni1tXV1aV0Oj3hvkwmI0nq7u62oyRMYWxsTF/84hd1//33s9nOZrfccouuuuoq3uw5ULktbf885vP5dMIJJ6ivr6/i53FZlmXVvDqb7N69+6CrqV6vV+9617t09NFHT2gd+MlPfqIzzjhDfX19WrFiRSNKbSmHel3uu+8+3XLLLRNW9nK5nNxut7xerzZv3qxly5Y1otSWU8nfmfIGyJ/85Cf6f//v/+nzn/98g6rD/i655BI9+OCD2r59+/h9/f39Ouyww/STn/xEp59+uo3VoeyTn/ykLrnkEh199NF2l9LyVqxYMeHvi2VZyuVy8vv9estb3qKf//znNlbX2p566ikdf/zx+tnPfjahdeDcc8/Vjh079Pjjj1f0PE319qSjo0MdHR0H/Zyzzz5bd911lyzLGg9NO3bs0NKlS5lWUCeHel0uueQSnXvuuRPuO//883XiiSdq3bp1WrRoUb1LbFmV/J2RpOeee04bN27UV77ylfH78vm8tm/fzhuMBnnve9+rO++8U7t27dL8+fMlSc8//7w6Ojp0yimn2FwdJOmf//mfde65504IsH/5y190+OGH21hV69qwYYPy+fz4xwMDA3r729+uRx55REcccYSNlWH16tXq7e3Vxo0bJ4TYHTt2zOj3WVOtxFYilUrphBNO0C233KKzzjpLknT66afr/e9/v84//3x7i8O4NWvWaM2aNZza5QA7duzQeeedp0suuWR8d2+hUNBPf/pTfeMb31A0GrW5wtZxxhln6JRTThlfDf/Yxz6mo446SldccYXNlWH9+vX66U9/qjPPPHP8vng8ri1btuimm26ysTKUla9cvPzyyyxaOcCGDRt00UUX6ZlnnlEkEtErr7yiN7zhDXruuecqWlyRWjDEStLg4KCuvvpqzZ07V6Ojo1q1apUuu+wyu8vCfgixzpDJZHTSSSfp6aefnvTYBz7wAf3nf/5n44tqYfF4XJdffrnmzZunYDCotrY22jsc4PHHH9epp56qXC436bENGzYwycMhCLHO8/Of/1z33HOPFi9erG3btumzn/2sXve611X89S0ZYgEAAGC2pppOAAAAgNZAiAUAAIBxCLEAAAAwDiEWAAAAxiHEAgAAwDiEWAAAABiHEAsAAADjEGIBAABgHEIsADRYsVjUl770JZ100klas2aNwuGwXC6X/vVf/1WPPfaYPvnJT+rNb37ztF+fyWS0ZMkSPfTQQ5KkF154Qddff72OPfZYvfLKK5Kkhx56SBdeeKHOPvvshvxMANBohFgAaLB///d/1z333KNf/OIX2rhxo/r6+nTKKadox44dOuWUU5TJZLR169Zpv97v9+ttb3ublixZIklasWKFli9frmeffValUkmSdOqpp2rLli0aHh5uyM8EAI1GiAWABvvhD3+oY445RuFwWJK0YMEC/fCHP9SePXvk8Xi0dOnSg3692+3WPffco+OPP17SvlB72GGHTficUCg0HnIBoBkRYgGgwUqlkjZs2KBNmzaN37dw4UKdccYZM3qeQqFQ69IAwBiEWABosIsvvljpdFonn3yy7r333vH73/ve90763JGREb3nPe/RmWeeqQceeEDZbFY/+MEPdOqpp+qWW26Z0fcdGBjQ5Zdfrttvv10nnniiLrvsstn+KABgG0IsADTYRz7yEf3TP/2T0um0zj//fJ1xxhkaHByc8nOffvppve51r9OPfvQjvec975HP59NZZ52lJ598crz/tVLXXXed1q5dq3Xr1un//t//q87Ozlr8OABgC0IsANjgc5/7nH7/+9/rda97nX7yk59o9erV2rx584TP+fGPf6zf/va3+uIXvzh+n9vtVltbmyKRyIy/5+joqG6//XaNjo4qEono/e9//6x/DgCwCyEWAGyyevVq/e53v9MVV1yhHTt26Lzzzht/LJlM6txzz1VHR0fNvt9VV12l3/zmNzriiCN09913a8WKFTV7bgBoNEIsADTQH/7wBz3//PPjH/t8Pv3Lv/yL3v72t+vpp5/W7t27JUmRSERf+MIXdMUVV+i5556ryfd+wxveoKefflp/8zd/o49//OO69NJLa/K8AGAHQiwANFAoFNKXvvSlSfcfd9xxCgaDikaj4/d97nOf0+tf/3qdd955Ghsbm/X3fuSRR7RixQr99Kc/1de+9jXdeeedGh0dnfXzAoAdCLEA0EArVqzQD3/4Q/3Lv/zL+H2pVEoPP/ywPvnJT8rr9Y5v2HK73br33nu1detWXXTRRROeJ5/PK5/Pj39cLBYlacJmr2KxOOHj//iP/1A8HpckXXjhhWpvb9ecOXNq/0MCQAN47S4AAFpJMBjUwoUL9dnPflbf/va3tWrVKg0PD+v888/XZz/7WT3xxBN65JFHNDAwoPXr1+sd73iHTjvtNP3nf/6nstmsvvCFL+h3v/uddu7cqR//+Mc688wzFYvFdNddd0mS7rzzTl1xxRX6/e9/r8cee0ypVEr//d//rX/4h3/Qrl279Ja3vEUf/vCHNTw8rPvvv19eL/8MADCTy7Isy+4iAAAAgJmgnQAAAADGIcQCAADAOIRYAAAAGIcQCwAAAOMQYgEAAGAcQiwAAACMQ4gFAACAcQixAAAAMA4hFgAAAMYhxAIAAMA4hFgAAAAYhxALAAAA4xBiAQAAYJz/H1GrZXa4SqwxAAAAAElFTkSuQmCC", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(f'num of points {X.shape[0]} in dimension {X.shape[1]}')\n", + "fig = plt.figure(figsize=(8,8))\n", + "plt.scatter(*X.T, alpha=0.3)\n", + "plt.scatter(0, 0, c='red')\n", + "plt.ylabel('Enjoyment')\n", + "plt.xlabel('Skills')\n", + "plt.axis('scaled')\n", + "plt.xlim(-6, 6)\n", + "plt.ylim(-6, 6)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# standardize\n", + "center = X.mean(axis=0) #X shape is 100x2\n", + "std = X.std(axis=0)\n", + "Xp = (X-center)/std" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.scatter(*X.T, alpha=0.3)\n", + "plt.scatter(0, 0, c='red')\n", + "plt.quiver(0, 0, *center, angles='xy', scale_units='xy', scale=1)\n", + "plt.ylabel('Enjoyment')\n", + "plt.xlabel('Skills')\n", + "plt.axis('scaled')\n", + "plt.xlim(-3, 3)\n", + "_=plt.ylim(-3, 3)\n", + "#print(center) " + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,8))\n", + "plt.scatter(*Xp.T, alpha=0.3)\n", + "plt.scatter(0, 0, c = 'red')\n", + "plt.ylabel('Enjoyment')\n", + "plt.xlabel('Skills')\n", + "plt.axis('scaled')\n", + "plt.xlim(-6, 6)\n", + "_=plt.ylim(-6, 6)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "C = np.cov(X, rowvar=False)\n", + "Sigma, U = np.linalg.eig(C)\n", + "# If rowvar is True (default), then each row represents a variable, \n", + "# with observations in the columns. Otherwise, the relationship \n", + "# is transposed: each column represents a variable, while the \n", + "# rows contain observations." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 2)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "C.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((2,), (2, 2), array([0.47772418, 6.90110921]))" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Sigma.shape, U.shape, Sigma" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "total_energy = Sigma.sum()\n", + "var_exp = Sigma/total_energy\n", + "cum_var_exp = np.cumsum(var_exp)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar(range(len(var_exp)), var_exp, alpha=0.5, align='center',\n", + " label='individual explained variance')\n", + "plt.step(range(len(var_exp)), cum_var_exp, where='mid',\n", + " label='cumulative explained variance')\n", + "plt.ylabel('Explained variance ratio')\n", + "plt.xlabel('Principal components')\n", + "plt.legend(loc='best')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "Sigma = np.diag(Sigma)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# PCA for projecting/reconstructing data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "$$ \\text{eig}(\\mathbf{C}) \\rightarrow \\mathbf{\\Sigma},\\mathbf{U} $$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "$$ \\mathbf{C} = \\mathbf{U}\\Sigma\\mathbf{U}^T$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "$$ \\mathbf{U}\\Sigma\\mathbf{U}^T = \\frac{1}{N} \\mathbf{X}\\mathbf{X}^T$$ " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "$$ \\mathbb{P}_{\\mathbf{u}}\\mathbf{x} = (\\mathbf{x}\\mathbf{u}^T)\\mathbf{u}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# No compression, no rotation\n", + "Can be see as reconstructing the data using **U**:\n", + "$$\\underbrace{\\mathbf{x}^T}_{2 \\times N} = \\underbrace{\\mathbf{U}}_{2\\times 2}\\quad\\underbrace{\\mathbf{U}^T}_{2\\times 2}\\quad\\underbrace{\\mathbf{x}^T}_{2\\times N}$$" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 2) (2, 2) (2, 100)\n", + "(2, 100)\n" + ] + } + ], + "source": [ + "# Full projection\n", + "print(U.shape, U.T.shape, Xp.T.shape)\n", + "Xd = U @ U.T @ Xp.T # Our transformation\n", + "print(Xd.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sigma\n", + "\n", + "[[0.47772418 0. ]\n", + " [0. 6.90110921]]\n", + "\n", + "U\n", + "\n", + "[[-0.76738982 -0.64118083]\n", + " [ 0.64118083 -0.76738982]]\n" + ] + } + ], + "source": [ + "print('Sigma', Sigma, 'U', U, sep='\\n\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.scatter(*Xp.T,alpha=0.3)\n", + "ax.scatter(*Xd, color='green', alpha=0.5)\n", + "plt.xlim(-6,6)\n", + "plt.ylim(-6,6)\n", + "plotVectors(ax, [Sigma[0,0]*U[:,0], Sigma[1,1]*U[:,1]], cols=['red','blue'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## What happens if we use only the first dominant basis (first component)?" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "Utrunc = U[:,1].reshape(2,-1) # need reshape for matrix mul.\n", + "# note [:,1] selects the eigenvector with with more energy (highest eigen value)\n", + "# if you have more of them you have to sort, with 2 it is easier it is either this or the other\n", + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Full projection> (2, 2) (2, 2) (2, 100)\n", + "Compressed projection> (2, 1) (1, 2) (2, 100)\n", + "(1, 100)\n" + ] + } + ], + "source": [ + "# Compressed projection\n", + "print('Full projection>', U.shape, U.T.shape, Xp.T.shape)\n", + "print('Compressed projection>', Utrunc.shape, Utrunc.T.shape, Xp.T.shape)\n", + "Xd = Utrunc.T @ Xp.T # Our transformation project down = Utrunc.T @ x.T;\n", + "print(Xd.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAACACAYAAADgdhrGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAcYklEQVR4nO3de1BU5/0/8PdyXS5yWQHFcjWKohY3+hPrjclYCRETf+OPqJNB4yWJJKmxKsxUbb2RQVIz1TptNJaqHatVo6IkY00ktU3E+P2aJvAtrqQavrJDAoICYTEILHB+f9g9YWGvcJbDHt+vGWbY5zz7nM95nuec/XA4e45KEAQBREREREQK4SF3AEREREREUmKCS0RERESKwgSXiIiIiBSFCS4RERERKQoTXCIiIiJSFCa4RERERKQoTHCJiIiISFGY4BIRERGRojDBJSIiIiJF8XJFowaDAevXr0dkZCQaGxsRExODzZs3W61fVFSE06dPIyEhATqdDrm5uRg3bpy4vKamBjk5OUhISIBer8ecOXOwevVqi22Vl5cjLi4Ow4YNk3y7iIiIiGjoc0mCu2TJEsyYMQPbt28HAKSmpkKtVmPDhg196paUlODll1/G7du3ERISgqtXr2LevHnQ6XQICgqC0WhEWloacnJysGLFCnR2diIpKQmhoaFYtGiR2E5VVRW2bduG48ePo7KykgkuERER0WNK8ksUSkpK8NFHH2HVqlVi2cqVK/Hmm2/CaDT2qb9jxw4899xzCAkJAQDMmjULfn5+KCgoAACcOnUKlZWVWLp0KQDAy8sLmZmZ2LZtm1k7ra2tmD9/Prq7u6XeJCIiIiJyI5InuOfOnYNGo0FMTIxYptVq0dTUhOLiYrO6TU1N+OSTT/Dkk0+alU+ePBmnTp0S20tMTIRarTZr78aNG7h586ZYNmHCBERGRkq9OURERETkZiS/RKG0tBTR0dFmZVFRUeKy9PR0sby8vBydnZ0W6xcVFUEQBJSWliIpKclqexMmTOhXnO3t7Whvbxdfd3d3o7GxEcOHD4dKpepXm0RERETkOoIgoKWlBaNGjYKHh/XztJInuHV1deLlBiZ+fn4AgNra2j51ASAgIKBPfaPRiIaGBtTV1Vlcbqk9Z+Tn52Pnzp39fj8RERERyaO6ulo84WmJ5Amu0WiEp6en+Uq8LK/GdE2urfrOtOeMzZs3Y+PGjeLr5uZmxMTEoLq6GkFBQQNun4iIiIikZTAYEB0dbfdmApInuOHh4WhtbTUra2trAwBERET0qQvAYn1vb2+EhoY61Z4zfH194evr26c8KCiICS4RERHREGbvclLJv2Sm1WpRU1NjVlZfXw8ASE5ONitPSkqCSqWyWH/KlCnw9PR0qj0iIiIiIskT3IyMDNTW1orX1wJARUUFNBoNUlJSzOqOGDECs2fPRllZmVl5RUWFeI/bjIwM6HQ6s1uMVVRUIDExEePHj5c6fCIiIiJyc5InuHPnzsX8+fNx5MgRsaywsBBbtmyBv78/AGDNmjVYsGABAOCtt95CUVERDAYDAECv16O+vh5ZWVkAgOXLlyMuLg5nz541ay83N7fPuru6ugA8+oYdERERET2eXPIksxMnTmDjxo34xS9+AbVajSeeeALZ2dni8qamJvEyg5kzZ2L//v1Ys2YNtFot9Ho9/vrXv4p3YvD29sbFixeRnZ2Nmzdvor29HS+88AKef/55s3WWlJTg0KFDAICDBw9i6dKlfe6vS0RERETKpxJ4uhPAo2/lBQcHo7m5mV8yIyIiIhqCHM3XJL9EgYiIiIhITkxwiYiIiEhRmOASERERkaIwwSUiIiIiRWGCS0RERESKwgSXiIiIiBSFCS4RERERKQoTXCIiIiJSFCa4RERERKQoTHCJiIiISFGY4BIRERGRojDBJSIiIiJFYYJLRERERIrCBJeIiIiIFIUJLhEREREpChNcIiIiIlIUJrhEREREpChMcImIiIhIUZjgEhEREZGiMMElIiIiIkVhgktEREREisIEl4iIiIgUhQkuERERESkKE1wiIiIiUhQmuERERESkKF6uaNRgMGD9+vWIjIxEY2MjYmJisHnzZqv1i4qKcPr0aSQkJECn0yE3Nxfjxo0Tl9fU1CAnJwcJCQnQ6/WYM2cOVq9ebdbGrl27UF1dDY1Gg7t372Lfvn0IDAx0xeYRERER0RDmkgR3yZIlmDFjBrZv3w4ASE1NhVqtxoYNG/rULSkpwcsvv4zbt28jJCQEV69exbx586DT6RAUFASj0Yi0tDTk5ORgxYoV6OzsRFJSEkJDQ7Fo0SIAQH5+Pj7++GNcvnwZAJCXl4fMzEwUFRW5YvMGrKtbwPU7jahvaUPEMDWS4zXw9FDJHdZjydpYdHR248/XqqBvbEWsxh/LZ8TBx8vxf3hINca925kaG4ov9E1mrz+vasS1ygYAAmaMDsO0eI1ZHdO6u7oF/Nf/NuCzr+/j2+8eYlSIH2aNCcO0uB/qhwX6AgJw//t2hAX4Aiqg3tCG+w/a8d1DI1RQYcYTw/GT0cOtbo8p5rvND9H4fQeC/bxRVt2EOkM7Any9kDElCtNHD/9hnQG+6BYE/PedBqBX+9bGwbQt1yob0NUtoPlhO+61dPRp3xSDJtAXI4Osj4MYs6ENjQ/aoQnwwchgP/O+q2zAtf+9D0CF6fEaeKhUYj91CwI+q7yPf33TDH8fTyTHD8eyn8SirPo7q2PXM5aBzhdr8fdcZ1igL7q7Bfz3nUZxrvzkCfNx7Nnf0aH+GD9yGBpbO2zGGxboi87ObhSWfoNvv3uIqFB/ZEyJwswxYWLf2do2s7b+M+fuP2gX52L9g3bcb2lD4/dG3G1+NG9nPvFD7D3ngrXtshaDtXVbGy8Adtvp+V5b88+ZuO8a2nDP0AZdTTMeGrswLW44Vsw0PyY5Oofsrbf3/mst9sH6DHPkGGhtv3LF+i21b/H44KES59JQ6Ttr83UgMQzlfEYlCIIgZYMlJSWYM2cO9Ho9YmJiAADHjx/HG2+8gbq6Onh7e5vVnzdvHmJiYnD48GGxLCEhAVlZWcjOzsaxY8ewZs0aNDY2Qq1WA3iUwJ48eRLl5eVoa2tDeHg43nnnHbz44osAgG+//RZRUVH45z//ialTpzoUt8FgQHBwMJqbmxEUFCRFV1j04Y1a7PzgJmqb28SyyGA1tj83Ac9MinTZeqkva2Mx6UdB+FtFPbp77BkeKuCVOfHYnD6h3+06O8aW2vFQwSwulQrovQf3LosMVmPh5Eic+uc3+K7V2Gc9ltqwJ8TfG2/9vx/32R5LMfdHiL83psWFWhyHnyZG4POqJovbYo+lcbAVs72+c0bvsTPFAmBA88VW/L3X2VvPccz/600UXLljtb6teC0J8PHEsp/E4P3/qbW6bQOZLyH+3lj6f6Isjk3P7bK2Py6cHNkntp56912I/6PPrp7rstaOtX7v2YebCsudjrsnlQpY859jkqPHnA9v1NpcL2B9bKWar85w5Bhobb+SIhZH+tVan/Y0VPrO2nztbwxy5TOO5muSJ7jZ2dn405/+hIaGBrFMp9Nh0qRJuHDhAtLT08XypqYmREREYM+ePXjjjTfE8sWLF0Ov1+P69evIyMhAVVUVvvjiC3H5hQsX8Oyzz0Kn06GyshILFy7Ev/71L/z4xz8W64SHh2PVqlXYvXu3Q3EPRoL74Y1avHbsS/TucNPfOgeWTWGSO0isjYU9WSm2k1ypxri/8Q22d3tsj7vErMIP4yBnzCrA6nodnS9SxZ86IQLFN+tt1rEVrzNM27YmJR5/+PSOS/s+axDW4QrOxJ06IQIf36y3e8z58EYtXj32pcSRWl6XFPo7t6WKxZFjOQCH+lSKfd0ZzvZdf2KQM59xNF+T/EtmpaWliI6ONiuLiooSl/VUXl6Ozs5Oi/XLysogCILd9kxtWqrTe31y6uoWsPODmxYnnKls5wc30WXrdAtJwtZY2FNw5Q46OrudbteZMR5IfIPNtD3uFDPwKO6Ozm5ZY7a1Xkfmi5R9bi+57RnTQJnaKbji+sRzMNbhCs4k5cUWklvAfA51dHZjx/s3JYrO9rqk+AwbyNyWIhZHjuU73tdhe5HOqZhsLZOz75yNwV3yGckT3Lq6OgQEBJiV+fn5AQBqa2v71AVgsb7RaERDQ4Pd9my10Xt9PbW3t8NgMJj9uNL1O402/w0nAKhtbsP1O40ujYPsj4Ut3QLw52tV/WrX0TEeSHyDzbQ97hSzaRz+fK1qSMdsb764U5/3JsD2pRNScdfzBVL+MWGa63cNrp0rUn6GDXRuDzQWR47ldw3tqGtp71+AFtqTu++cicFd8hnJE1yj0QhPT0+zMi8vy99lMxofXbNiq7699hxpw5L8/HwEBweLP73PAEutvsWxCedoPeq/gfaxvrF1QO3aq+duc6C+pc3tYgasj+NQY61v3bHPSR6DOdelmJdSze3+tiPXvjUU+s6R97tLPiN5ghseHo7WVvOdqa3t0UZGRET0qQvAYn1vb2+Ehobabc9WG73X19PmzZvR3Nws/lRXVzu6if0SMUwtaT3qv4H2cazGf0Dt2qvnbnMgYpja7WIGrI/jUGOtb92xz0kegznXpZiXUs3t/rYj1741FPrOkfe7Sz4jeYKr1WpRU1NjVlZf/+j6ruTkZLPypKQkqFQqi/WnTJkCT09Pu+1ptVoAsFin9/p68vX1RVBQkNmPKyXHaxAZrIa1m2eo8Ojbh6Zb0ZDr2BsLWzxUwPIZcf1q19ExHkh8g820PaaY3YFpHJbPiBvS/WxvvrjTPOlNhUf7kqt5qOC2/SNF3D3n+sgg1+6fUn6GDXRuDzQWR47lI4N8MWKYbz8j7Nue3H3nTAzuks9InuBmZGSYXRsLABUVFdBoNEhJSTGrO2LECMyePRtlZWVm5RUVFeI9bjMyMqDT6cRLEUzLExMTMX78eKSlpSEwMNCsjQcPHqC6ulpsYyjw9FCJtwnpPSlMr7c/N2HI3D9OyWyNhT2vzIm3ej9cqcZ4IPENNtP2mGIe6vGabH9uAny8PMR+loPKyu89X9uaLz3nyUClTrD+367eMfX+3Vmm974yJ16yRM6aV+bEm63TXaxJiXe4buqECIv92HMO+Xh5YMdC6ea6qz/DBnIMlCIWR47lOxZOxM7/O9GpmGy1J2ffORuDu+Qzkie4c+fOxfz583HkyBGxrLCwEFu2bIG//6N/k6xZswYLFiwAALz11lsoKioSv+Sl1+tRX1+PrKwsAMDy5csRFxeHs2fPmrWXm5sLAAgKCsLWrVvN7qNbVFSE9PR0TJ8+XerNG5BnJkXiwLIpGNnrTNfIYDVvETbIrI1FZLAaqRMi+pxd8lDZv0WYrXadHWNr7fSOS2Xh+NG7LDJYjayUePE+nvbqOyLU39vsFmE9Y5biTG6ov7fVcUidEGF1W+yJ7DUO9mK213fO6L0tI4PVeHfZFLw7gPliL357ny8h/xnHghenISsl3mZ9W/FaEuDriayU+D6xmbZtc/oEi3PcUSH+3lbHxrRd1tZhGldbc7V3X4T4e/dZl7V2rPVjZI8+dCRuW/Gp/nNMKnhxmkPHnGcmRdpd77t29oWBzldnOHoMtLRfSRGLI8dyW33a+z1Doe+szdf+xOAO+Yzk98EFgObmZmzcuBFhYWFQq9Xw8/PDpk2bxOWLFy9GVVUVPv/8cwCPEtITJ05Aq9VCr9dj3bp1SExMFOvX1NQgOzsbY8eORXt7O8aNG2f2qF5BELBr1y5UVVVh9OjRuHv3LnJzcxEcHOxwzIP1oAdgaD/543HDJ5nxSWZmMfNJZnySGZ9kxieZ2Vg/n2Tm2DpcSbYHPbirwUxwiYiIiMh5sj3ogYiIiIhITkxwiYiIiEhRmOASERERkaIwwSUiIiIiRWGCS0RERESKwgSXiIiIiBSFCS4RERERKQoTXCIiIiJSFCa4RERERKQoTHCJiIiISFGY4BIRERGRojDBJSIiIiJFYYJLRERERIrCBJeIiIiIFIUJLhEREREpChNcIiIiIlIUJrhEREREpChMcImIiIhIUZjgEhEREZGiMMElIiIiIkVhgktEREREisIEl4iIiIgUhQkuERERESkKE1wiIiIiUhQmuERERESkKExwiYiIiEhRvFzR6B//+EdcvXoVsbGxuHXrFvbs2YORI0darV9TU4OcnBwkJCRAr9djzpw5WL16tVmdXbt2obq6GhqNBnfv3sW+ffsQGBjYp62WlhbcuXMHSUlJkm8XEREREQ19kie4J06cwNtvv40bN27A29sbx48fx4IFC3D9+nV4enr2qW80GpGWloacnBysWLECnZ2dSEpKQmhoKBYtWgQAyM/Px8cff4zLly8DAPLy8pCZmYmioiKxnY6ODhw4cAB5eXl4/fXXmeASERERPaYkv0Rh27ZtyMzMhLe3NwBg8eLF+Pe//43z589brH/q1ClUVlZi6dKlAAAvLy9kZmZi27ZtAIC2tjbs2rULK1euFN+zcuVKvP/++/jiiy/Esm+//RaZmZno7OyUepOIiIiIyI1ImuCWl5fj66+/xpNPPimW+fj4IDExEadOnbL4nnPnziExMRFqtVos02q1uHHjBm7evIni4mI8ePDArM0f/ehHCAsLM2szPj4eYWFhCAoKknKTiIiIiMjNSHqJQmlpKQAgOjrarDwqKkpcZuk9vS8niIqKEpdVVlY63aYj2tvb0d7eLr5ubm4GABgMhn63SURERESuY8rTBEGwWU/SBLeurg4AEBAQYFbu5+eH2tpaq++xVB8Aamtr+9WmI/Lz87Fz584+5b0TaSIiIiIaWlpaWhAcHGx1uaQJrtFoBIA+Xybz8rK+GqPRaLN+f9p0xObNm7Fx40bxdXd3NxobGzF8+HCoVKoBte0uDAYDoqOjUV1dzUs7JMR+lR771DXYr9Jjn7oG+9U13LFfBUFAS0sLRo0aZbOeU1nijh07LJ71NNFoNACA1tZWs/K2tjZERERYfE94eLjF+gAQERGBpqYmsc2etwWz1aYjfH194evra1YWEhLS7/bcWVBQkNtMbHfCfpUe+9Q12K/SY5+6BvvVNdytX22duTVxKsFdt24dli1bZnV5U1MTkpOTUVNTg0mTJonl9fX1SE5OtvgerVaLmpoas7L6+noAQHJysni5Qk1NDRISEszqzJ0715nwiYiIiOgx4FSCq9FoxLO0lgiCgNjYWJSVleHpp58Wy7/66iu89tprFt+TkZGBDRs2wGg0ircWq6ioQGJiIsaPH49Ro0YhMDAQZWVlYoL74MEDVFdXi/fJJSIiIiIykfQ2YSqVCrt378bRo0fF+9FevXoVkZGReP7558V6ly5dwpgxY1BeXo7ly5cjLi4OZ8+eFZcXFhYiNzcXwKPT5lu3bsXhw4fF5UVFRUhPT8f06dP7xNDV1WX3m3X0iK+vL7Zv397nUg0aGPar9NinrsF+lR771DXYr66h5H5VCS7IBgsKCnDlyhVMnDgRer0ev/rVr8wuBj5//jxWrlyJ4uJiTJs2DTU1NcjOzsbYsWPR3t6OcePGmT2qVxAE7Nq1C1VVVRg9ejTu3r2L3Nxcs2sw9Ho9Ll26hFdffRXTpk3Dtm3bMG/ePPj4+Ei9eUREREQ0hLkkwSUiIiIikovkj+olIiIiIpITE1wiIiIiUhQmuERERESkKExwCQDw4YcfQqvVIjAwECkpKbh9+7bcIbm9c+fOYfLkyRg2bBhmz56N0tJSuUNSlKqqqj730CbHGAwGrF69Gr/85S/x2muvIT8/X+6QFOfq1atyh6AIra2tyMnJQWRkJEaMGIFXX30V33//vdxhuT2j0YhNmzYhMjISYWFhWL9+Pbq7u+UOS1JMcAnXrl3DJ598gg8++AB/+9vfUF9fj5UrV8odllsrKirCwYMHsWXLFuTm5kKn0yE1NRX37t2TOzS3d+/ePfz85z/HuHHjcOvWLbnDcUtLlixBbGws8vLycODAAVy+fBl79+6VOyxFKCkpwezZs5GZmSl3KIqwatUq+Pr6Yv/+/UhPT8fBgwet3lefHJeXl4fk5GSUlpYiLy8Pv/vd73Do0CG5w5KWQI+99957z+z1yZMnhcDAQJmiUYZ169YJnZ2d4uv33ntPACAUFBTIGJUyVFRUCFeuXBEACH//+9/lDsftmPpOr9eLZceOHRNCQ0OFjo4OGSNzfy0tLUJVVZWQlZUlxMbGyh2O2ysvLxfeffdds7L09HTB09NTaGtrkykq99fU1CQUFxeblT3zzDPC2rVrZYrINXgGl7B48WKz111dXUhLS5MpGvfX0dGBpUuXwtPTUywzPdmvqalJrrAUY/z48YiKipI7DLd17tw5aDQaxMTEiGVarRZNTU0oLi6WMTL3FxgYiNjYWIwcOVLuUBTBdClNT08//TS6urpgMBhkisr9hYSEYN68eWZlSvzcZ4JLZhoaGnD+/HkUFBTIHYrb8vHxwcyZM83KTNc2abVaGSIi+kFpaSmio6PNykx/MPA6cRpKZs6cCW9vb7Oy7u5ujBo1CuHh4TJFpTwXLlzA9OnT8eyzz8odiqSY4BKARweN3/72t5g4cSJOnz6NN998U+6QFOXy5cuYPHlyn7+aiQZbXV0dAgICzMr8/PwAALW1tXKEROSwy5cvIycnR+4wFEGv1+Oll17CwoUL8fvf/x6ffvqp3CFJigkuAQA8PDyQlZWFjz76CGlpadi7dy8uXrwod1iK0N3djT179uDw4cNQqVRyh0OPOaPRaHb5DAB4eXnJFA2R47788kt89913WLt2rdyhKEJ0dDR+85vf4OTJk/Dx8UFmZiY6OjrkDksyTHAVbseOHVCpVFZ/el4r5ufnh8mTJ+P8+fOIjIzk9XhWONOnwKNvq65duxZTpkyRKWL34Gy/Uv+Eh4ejtbXVrKytrQ0AEBERIUdIRHY9fPgQW7duxZkzZ/pctkD94+HhgZCQECxevBh/+MMf8M033+Crr76SOyzJ8M92hVu3bh2WLVtmdbmlMzdqtRqzZs3i2UYrnOnTixcvwtvbGy+88MJghObW+jNXyXlarRbnzp0zK6uvrwcAJCcnyxESkV3Z2dnYvXs3RowYIXcoimS6fE5Jn/v8xFA4jUYDjUbj9Pvu37+Pn/3sZy6IyP052qc6nQ7/+Mc/8Otf/1osMxqNqKmpQWxsrCtDdEv9navknIyMDOzfvx91dXVislBRUQGNRoOUlBSZoyPq6+2338bSpUsxceJEsezrr7/GmDFjZIxKWe7fv4/4+HizPnZ3vESB8M4776CwsFB8/dlnn2Hs2LF46qmn5AvKzdXW1uL111/H1KlTcebMGZw5cwYnT57EK6+8gtDQULnDc3tdXV0AAEEQZI7E/cydOxfz58/HkSNHxLLCwkJs2bIF/v7+MkamHF1dXZybEvnLX/6C8vJy3Lt3TzyWHjp0CEePHpU7NLfV0NCALVu2mD2xdO/evSgoKICHh3LSQpXAvfCxl5OTgwMHDiApKQk//elPMXbsWLz44ouK+lfFYGpra8OMGTNQVlbWZ1lmZiaOHTs2+EEpyJdffomjR49i3759WLVqFV566SXMmjVL7rDcSnNzMzZu3IiwsDCo1Wr4+flh06ZNcofl9jo6OnDp0iVs3boVOp0OBQUFeOqpp/gfm3769NNPkZqaavGLT8XFxbwrTT/V19cjLS0Nt27dQkZGBsaMGYMFCxZg6tSpcocmKSa4RERERKQoyjkXTUREREQEJrhEREREpDBMcImIiIhIUZjgEhEREZGiMMElIiIiIkVhgktEREREisIEl4iIiIgUhQkuERERESkKE1wiIiIiUhQmuERERESkKExwiYiIiEhRmOASERERkaL8f5Z/BjvlTNeqAAAAAElFTkSuQmCC", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,1))\n", + "plt.plot(Xd[0, ...].T, [0]*Xd.shape[1], 'o')\n", + "_ = plt.ylim(-0.001, 0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,8))\n", + "plt.scatter(*Xp.T, alpha=0.3)\n", + "plt.scatter(0, 0, c = 'red')\n", + "plt.ylabel('Enjoyment')\n", + "plt.xlabel('Skills')\n", + "plt.axis('scaled')\n", + "plt.xlim(-6, 6)\n", + "_=plt.ylim(-6, 6)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 2) (2, 2) (2, 100)\n", + "(2, 100)\n" + ] + } + ], + "source": [ + "# Compressed projection and back-projected\n", + "print(U.shape, U.T.shape, Xp.T.shape)\n", + "Xd = Utrunc @ Utrunc.T @ Xp.T # Our transformation A = U @ Ut;\n", + "print(Xd.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "fig.set_figheight(8)\n", + "fig.set_figwidth(8)\n", + "ax.scatter(*Xp.T, alpha=0.3)\n", + "ax.scatter(*Xd, color='green', alpha=0.5)\n", + "_ = ax.quiver(*Xp.T, *(Xd-Xp.T), alpha=0.2, linestyle='dashed',\n", + " linewidth=.4, color='black') # start, end-start" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "## We have reduce the dimensionality of the data since we projected on a line" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Can be use for compressing and reconstructing the data using **U** up to *k* components:\n", + "$$\\underbrace{\\mathbf{x}^T}_{\\text{rec}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^T}_{\\text{orig}}}_{projection}}_{reconstruction}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# PCA Full recipe\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\boldsymbol{\\sigma}} $$\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{rec}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}}_{projection}}_{reconstruction}$$\n", + "\n", + "$$ \\mathbf{x}_p\\leftarrow\\left(\\mathbf{x}^{T\\prime}_p{\\boldsymbol{\\sigma}}\\right)+\\mathbf{\\mu}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Artificial Intelligence and Machine Learning \n", + "\n", + "\n", + "## Unit II \n", + "\n", + "## PCA in higher dimension, 3DMM, the curse of dimensionality\n", + "\n", + "**Iacopo Masi**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Recap previous lectures\n", + "- Vector and Matrix as a formal way to represent data\n", + "- Why LA? (data, covariance matrix, calculus)\n", + "- Operations (vector to vector, matrix to vector, inner product)\n", + "- Geometric Interpretation of the inner product\n", + "- Subspaces/Rank/Inverse\n", + "- Projection onto a subspace" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# This lecture material is taken from\n", + "- ### Note: you can find PCA on Chapter 12 of [Bishop Book] \n", + "- [Geometry of the Transformations](https://en.wikipedia.org/wiki/Geometric_transformation)\n", + "- [Geometry of Transformations take 2](https://math.hmc.edu/calculus/hmc-mathematics-calculus-online-tutorials/linear-algebra/geometry-of-linear-transformations/)\n", + "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", + "- [Illustrations and some math part are taken from d2l.ai, eigendecomposition](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/eigendecomposition.html)\n", + "- [Code for Eigendecomposition](https://hadrienj.github.io/posts/Deep-Learning-Book-Series-2.7-Eigendecomposition/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Today's lecture\n", + "## Recall PCA (we use projection!) and Eigendecomposition\n", + "### Note: you can find PCA on Chapter 12 of [Bishop Book] \n", + "## Applications of PCA (3DMM)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# PCA Full recipe\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\boldsymbol{\\sigma}} $$\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{rec}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}}_{projection}}_{reconstruction}$$\n", + "\n", + "$$ \\mathbf{x}_p\\leftarrow\\left(\\mathbf{x}^{T\\prime}_p{\\boldsymbol{\\sigma}}\\right)+\\mathbf{\\mu}$$" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "########################################\n", + "plt.figure(figsize=(8,8))\n", + "plt.scatter(*X.T, alpha=0.3)\n", + "plt.scatter(0, 0, c='red')\n", + "plt.ylabel('Enjoyment')\n", + "plt.xlabel('Skills')\n", + "plt.axis('scaled')\n", + "plt.xlim(-6, 6)\n", + "plt.ylim(-6, 6)\n", + "# Taking reconstruced data and shift it back\n", + "###############################\n", + "Xd_back = (Xd.T*std)+center\n", + "#########################\n", + "plt.scatter(*Xd_back.T, color='green', marker='.')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Application: PCA to rotate data (make it axis aligned), decorrelate data\n", + "\n", + "## in unsupervised way" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- For reading images there are multiple library\n", + "- One is Pillow `conda install pillow` or `pip install pillow`" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n", + "#response = requests.get('https://cdn-icons-png.flaticon.com/512/24/24335.png')\n", + "img = Image.open('figs/italy.png')\n", + "im = np.array(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAMAAADDpiTIAAADAFBMVEX///8SERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERESERFGSeo8AAAA/3RSTlMAAQIDBAUGBwgJCgsMDQ4PEBESExQVFhcYGRobHB0eHyAhIiMkJSYnKCkqKywtLi8wMTIzNDU2Nzg5Ojs8PT4/QEFCQ0RFRkdISUpLTE1OT1BRUlNUVVZXWFlaW1xdXl9gYWJjZGVmZ2hpamtsbW5vcHFyc3R1dnd4eXp7fH1+f4CBgoOEhYaHiImKi4yNjo+QkZKTlJWWl5iZmpucnZ6foKGio6SlpqeoqaqrrK2ur7CxsrO0tba3uLm6u7y9vr/AwcLDxMXGx8jJysvMzc7P0NHS09TV1tfY2drb3N3e3+Dh4uPk5ebn6Onq6+zt7u/w8fLz9PX29/j5+vv8/f7rCNk1AAAdPElEQVR4nO3deYDNVf8H8LkzY1Y0GGNf87M0SElCalBDoUjWRCRljQjhQU/KEiEqiZQalSTLQ2rk0fKQpSwTIfs6TJYZg2Hmzv2NZWbuzNz7Xc73nPM+93vO68/HPHM/5/05zb33+z3fc/z87Cm4Xvcpy75b/79tCfuPHo6fPaBJALoihZdyT43/em+GK59zn3Uqgq5MYc1R+6XPD+dvfY7kSVHoAhV2irUYvfqC1+bfcmV2WXSZCgMlW7629JBO72+70B1drEJJkcr1Y7sNmjB78Q/HjPX+tm8i0ZUr1jjqvbpm18lrprruLvFh9AgUco7H484Qt/62tKfQo1AIBffZbbX7N2T0RQ9EIVHoVcv/8Wcbix6LYl6Lv2i1P8tw9GgUk8p+SbH9LpezHXpAiimt/qHaf5fr8n3oISnG+b+eSbn/LtepCuhRKUZF/kC9/Vl2lUSPSzHmgeMs+u9y7a+CHplixODrbPrvcp1+AD02RVdhup/+81lRHz0+RVulXSz7n2X1s6XRY1S8a0Lt2p+GXdM61wlGj1TxpCf5PT+TMvatXDB11AsdYuqUC0GPWrnNfyqv9ud1NelwwqZ1yz+fO31wTHF0CBIrvBLT/7xOrJncxh8dhZQqs/74Z9z+HugwJNTxHLrt7j4OQuchmYg4dMvzGYdOxF6iQrX/PfYEuuH5XS7HJxlJzD3SXuNfw+bQv/dn2SJu4UigxBWXa211b//acD+62Z5c4xmQ3Y29meikcE//VnF2gcf6xKCuCFATdPpWpMkfNsz/T9GL0rFt9q4WIirfEvbYyHmrZ1XT/bnnclPd82rFnP/ZUW/kfwV888+mHifREROfdjOoXTqf8P38duYJNnnzJ6P6jnjr/aWJiLYaV5dHiD6snzM7qXk6P/kIso3kwrjE6LOC3e7bdtP+0bW4Jlpwik+OPqu3W1aXvH7Du+EJWA8t+ZlXkj4qwT2sHRq31MOPolpozcf8svRFsXnTmuv9J6dj+mfZaH5h+qL87+tdvP1gPUEv8+jqxDNOnxOdP66UJp5/0H8zonk03Ms3UR/zcYG8Lsd6/MFBgNbRoTYY09DOwwW8a5624Wgn7IVePZlqo0nvolM8RZbRs8APtuG2yJe684BcfUWxA54zyxyY7wdbpvFtGk37IdH6hIDvvaY2s7D7D7a4yrFhtJ1GxSu+aRqxHc/9IBA2idkznlyUAkYsstA52rntH1HFkfVj1cce4dMnZjx/q5HefQY2brq8c9959g1ibQw6ahEFjPXZr3Wm7UaHLaAHNqK7wlOB5WuSKzV8D7olfGnc4JJP0SeXy/PH/7aLukvd5FC46dC4vQKv3WRHZ6GTvYVWuCe252tzlv12zKmflE19j24Cd/712/cd/c5n3209kooOXwSXA9EN4apUj8W0d2f1dTItCWj6o5Rv89r6o7vCTeN16KyF9Aa6L5xU8s2F++xNRneGj5bqrd+L6ejW8OAYJ+/3PD190M3hYQA6ZXFlSLG9fDw6ZnHFo3vDRTt0zMI6Uh7dGz6+QActqMT/Q3eGk0ge+3P7nFPj5dlU/ml02KJJ2rqkSyF0V3jahE5cEBkJK94Z2Dra415mttYZnbwIUpf1lPaY+cBj6PThdj8j9akRI9H5g+3oKPkBAeXRHYC62NOBbgCcl6c9pRCvTpT181uA7gJMygD1n3+WZ9F9QPmqLDp6MdyNbgTGfvUA6G1l0K0ASF3UQvLP/m4CZVsRmvKfnoX1Y5GIUCd2MXb1xzGN5Frxb8BZdFc4Sd84sbnU1/y8CJbiLeDiZ+2LoJMWVBV0b9hzft5Kqlu85jRFt4e55dHojIXWFd0fxjLbohMW3HB0hxibgQ5YdDPRHWLrRDA6YNEtRbeIrS3ofIWXoB+iL0tS13y1lUJ3iLUH0QkLzu5fAlxz0AkLbj66QawlqWv/mg6jG8Rca3TEQquKbg97ceiMhdYX3R72DqEzFtpX6Pawlynf817G+Seh28PBfeiUBdYI3RweeqBTFthEdHN4GIFOWWDb0c3hYTg6ZXGVQ/eGi6HomMUlwZfALIPRMYtrBbo3XOQ/1FTJFizH0QD90DkL61F0a/joi85ZWP9Ct4YPKbb9JbIK3Ro+eqFzFpYk20Q+pZ+EnCqhO8OJTMf/mNIR3RlOiqODFtXb6M7wkYzOWVg/oVvDx050zqLyl+MykGs5OmhRRaE7w8lMdNCiikZ3hpMh6KBFFYPuDCdPooMWlSyHRdyNDlpU3dCd4eQOdNCiehLdGT7Oo3MW1iPo1vDxBzpnYT2Abg0f36BzFtad6NbwIcUp0EQcyejecDEInbO4NqB7w0UbdMzimo7uDRe10TGLS44zA9UWwV4VvoxuDgdOdMoiW4zuDgep6JBF1hrdHQ7OoEMWWaAE20OoDWK0SHBurJoAWkKOovvDnLoXpOkZdH+Yc6rTQbU4tqIbxJxaDqDpIXR/mKuGjlhwy9ENYq0TOmHBVU9Hd4gxdTtYx2x0hxj7FR2w6CL/QbeIrSvq0CAdrWx+dGg3dMDCewPdIrbUe4Ae/x/pp34wbvKQLjE1IwKLV6rTpFW3KRuAT6LWRQcsvFKnaOadvmVGh9IFXiOg7gsLztN8GeM+AkTqY5pS+y6YuqhVmNeXCXkGsgzR2YRjlD5qBJWkM9Y+o3c4Q/WpZ6m8lCkH1JERehwrrce8a2jBP/wehE++Zv21THqfdX6+r9geixn/Znz5dfW1VLpqRgeG0dlEqd1WAv75UVMv1u4wpcYald6FUWw2UpL8EOH4h82+WOhCes01xNmbRWb2ErmDLNttjUle7ZUMuh3Wk6k2jddV4g+CYC8OIDyeu+VF6k3W9kUk3bhsqNg206nGGfrk71GNfQy6rOVsZ4pZ2VPEFnOR7m1u6dU2sWm0d9+ST1dJ3GFmgdDVMUHWXq24pW8eJJKnlqMTlH29dMVomLutP3dbnv+y9OuL1K5h2moZ/DLwYSiFF6uJeDYpviWFym0seIaBFSIXOtJ5sfsht4kTnrP45mVzLRP1EtxYidZrgdYjnRqtThHQELVUsy3ONwPpvdY0Xj3PJ3X2nfQGYT93LfR+z+5QM5qvFLyTY9fzcC6tT3MgdlNuquddxJwzKd9dr53GufFuY/mgGN2x2EvREScLRJb5QyPqrzME0PpsZ3tQH46dBHWcfyxPXG+zeNLOEY9q/w0/RTMYkp3UfG7CwvXbfolfOaNbdUaPWpeDbll5fYpaMYY2GjkBXK6jMegAZBdW8MMGV+mD0QnIrg92ArhcC9UThFABVtekWrZZ3SaEegI9AVyn1eMjUL+gJ4Dr2ovoDKTWBN3/LGPQIUjN5Go0JoaiQ5BZT3T3b1DvAjghImxVk9kTHYPEpqC7f0OG2lUOprIT3f0brj+BzkFeq9DNvyntIXQO0mqF7v0tiWXQQcjKcRDd+1t+prjiUTFjMrr1t72NDkJW96M7n609OglJOY6jO3/bRbXHPIYwG1fvoPHcm2JaM3Tjc8xHRyGnABEuB98Sg85CTh+j+55jTyF0FlJqg+57rpHoLKQUnILue47UiugwpPQ5uu+5lqGzkBJ+cWiux9FhyCiY9+6BGg6GoNOQ0afotrsZjw5DRq3RXXeTrHYP4C/oArrtbl5HpyEjca4FuVwX1cnT/AmyLuiWceg0JBR4BN11N+eLouOQ0EvorrtTT4vxF3QC3XU354qg45DQYHTX3b2GTkNCobo71XJ0Vu0qzN9wdNfdqWNG+AsXZ2GQy/UjOg0ZgbeNyyNTrRDmL2Q/uu1upqDTkFFTzCkCHp1RqwMB3kO33c3T6DBkVOSYfmN4+QEdhpQeQ7c9V2ZVdBhSWoTue65J6CykVOI0uu85ktTiQITG3k8t4k2dPQ/RG933HDvRUUhqFrrxOWLQUcgpYB268dm+RUchqeIH0J2/zVkZHYWk7hLlYdFp6CRk1RRyuHRBF9TJYiAxl9G9v6UfOghptbiK7v1NfzE6M1HR1RJ3trC7jugc5PW4EJcET6oF4jBthHgXmIWOQWKNktDdz5JRHx2DxKr9jW5/lq3+6BgkFrkR3f4sg9ApyCz0G3T7Xa7ksugUZOY/Hd1/l2sJOgS5dbmEngCuVugM5FbzT/QEOFgYnYHcwj5Dz4DVAegMJNcXfV14DjoB2d2LPlpsCDoB2UUsx04ApzpaFG14OnQGpN6LDkB6D56EzoBTFdABSC8Ku1x4p7ozjOb/BnQDgTVqywC4x84hZ8BPkejxKxU3I2fAwWj0+JWgOcgZkNIaPX7FryvyoQHnMPTwFb9ae4AzwPWx2kQULnwxcgb8UhI9fsWvP3LN+OHG6OErfg2gB0zElUePXymxHjkDLo8LRQcgvcB3kTPAdVTtJw73PPbhsZ/V/UG0Rtg95Zzzy6ATkF25LdAZ4Epf1TEYnYHcQuA7i174sAk6BLkNy0BPAdfBCXeiU5BZ7Hn0BMjya7+6arEASrXd6PbfdO33+QObqCdIEIosQzc/R+b+r0a1iq5Sqmige4EhpWo0fKhxg3vUodSMOMY40Z0v4PrF0wcTtmyI37wvMeepFufvM2qgs7Kpxy4Ae21GSjt0VDZVLQHdWoMye6GjsqnwJejWGpSATsq2Ror3QcCjeuigbCsWumbcMHUkJTNVd6Kba8R76JhsLOwLdHcNmIxOydaG428N6BmLzsjeWoh0CL1HL6MjsrnKf6A7rKMnOiG7C/0c3WJttdAB2d8Q7GYi2k6i05FBzFl0m71bhA5HChW3ofvslfoIwEXIJ+hGe6MeKuJkIHpzSc/2onORR51d6GZ7oi4E8xM8HbqnlGcvoFORSvPj6H4X8DA6E7lECHd3SD1Nxlm3C+iW55GCzkM+Ff6Lbrq7a0XRecjHf7gQZ5De1gUdh4zqCvSF8Ct0GFIKHHIR3fhsqXXQYcgpaoEo1wQSq6GzkNT90F2G3RypjI5CUo7eZ9C9vyV1TAg6C0ndMUOQlSKHOqndBDDuwh46kuvcvObqVHKIDkfRvc92elYjdBhSCh0M3WU2jyOT1V6DAIHdBbowdEDNAYTHNqAb70bNAYSGy0R6mnxff7X5NHc1PhJp1WDSeFsdSVbp0RenzJgwtJXYG6mWmZKM7rubK+/ZZL9JR4O3cg71SV0m9kaqRYdsEuUeQZaMJQ3QgVhW6NH3TuQd1dIq6Jq0VRjyP4HmwIbWDnQgFhTptNjDbddzTdF16Sn/8q/izIE/n/PRY8lqD/vBy8qbtKfQtekrO+hnYb4VnBzhc1uKRnZZqHW2e6pP3AIvM3CDKHMg+W1feoAs+vWtesFtDtT/NSIo3S9ekPuF1z+uig7DmJrjDO3V/W90nYYVf26lGJcH0j+qhM5CV7UxRvdlyxD722BekWO03s/4ufZ+OXQUWkL6/m5iMIfEviSUT6GuYqwfS5sl7INEkeNMrq/qjq7YpGZibDp5ZXoUOglPwiZeMTuSTeiazQp4KYlFR01LnVwCHUUBT5OsqvG9W54RM8X4SpAysRg6ijyivicaxnx03QRqraXcS0IXxwv0SGH9Y2SDuCLWNDaozX66rSR1fowo51F1N/3un803t0gNGn6JZiPJJb0gxG2iZ8hHsA5dO6EaYnwfcLk210dH4efXxMJVsjRfXfUUMpdeEy1xvo9+G61iaQfOWHD15Dqn0OqhRWd7Y98H4i1V/za0dkuqmbnqydTGesAYHrRW+w5g6VYFz6bTP+sy3sWtFrD4YF2mkFc1jXpKmD0mEnuAImhgtfKOoMLpqLKFRveo+BmzzchIq3X7zqoAj0K+otE8KtJnIC4Nfm217GWAomlyvEWjeXSc6sZ//IetFr2Pf82U9bpOoXeUrOO9brCY5ZIzfH9rlGYXrHeOlvOd+I69pPWS7+FbMQs1D1qPgZpPivAceoj1gn1tWZAnkf+zngM1hxrzHLr15RG2ODU1WKQdyDNe57ji3vrh3P/hVyxDjjcodI6a3/g9dWN9bcRhbrWy9aIojxDdkNyW17A/slxrpijLWqx6SoyHR27JnMDpFmFH67U25FMpew8Lc2fghpV8rgsWt/6HrzeXQnmoe4pC46jZx+dAYuuPy/jwkoD8Ku+j0DhqUtrzGLP1T78f8SiTk5Li3B3MkjmRw9azNSy/B3zBvkh+CpM9IMHK4gD2Q/7WapGr2NfIUaE4Cn2j52v214QaWa1xA/MSuXK8Q6Nx1HzLfnehXyyWuJ55hZyNoNI5WlYxfwj/CYsVxrEukLuezB4gTf979dyVf1429f/5jvUNd8ce/SK0TGNcH0Brcy0yZuOrbWvcPlSkVKNuk41vcB/P+umbTtYG9grj8hAaWb9Jllf6B/nXfDqaLTT6hOKnrIdr7YHprqzLQ6hF+Ly0F5vqenqR8GfjjX0Jf57xaKsSPx18gz1PTSz/p5VM8soc5fXOToWFRvYzveJx/lA0ysLoUmx6UFIxaquErnTQeh1DZx/+zvjeYKEE8uH9yLY0nNAV5KG4S3tQ+3UcvRL1fwnrtaJNyDdWfpNxaTj+04hDcaf/0FfR6bor0/exvib8IfH4uK1dAXiewiMDhm6W1tR9RJP1MyPFiBdD+PTToXpiLH8dPGHsMo7j3zp/gz9jPFK/iYQDPMi6MKxqewlzyfaS0Vdqr31V4CTLUd5QgvCvnf0uBOcVYW0DjUPGDxS+62/N31SD4SBvIlwKMZh1XWiBH5AFc0tPE68U8Z3Wb2rObIS3zSIb4f2s68IbnEEWTZa9pj68+0/S+FXM1972Ixphmo8ehmPKYxeIssnS2eQrdUr1+qtqMxmaG7IJ8BvrsoRQkXDNxHHTF/Aaer0qz/zB8f5EQ5zFuiwxBIwjehuYZ/6VOnv5OriN/qDyGUg0AQB7WmA0PkyQDsm67vGef5Xhr5PEBhFNAJucjGpA0cWmw7lO9Ki/xweVr7DfR24wSf+TmJclkB5m9xb9L9HLhPzm4Ve9S3ksHgwlmQCr2dclkDtNPkZF+MxU6YJnd2znsBEP0SNC/2Jfl0gC3zL1GA3pQp7a+Q9Av8jjnXYeyQTw3b2iCT1u5qYZ8V4vsfmWJbejOAKvVpJMgAo8KhNKdRNrqMk3gn/B/dc4+Sy7JXpMWIbrgPkUNbxQKNHCq0zO/TUpnFZcGF+nnus8n9LE4njd4PKpvVZeZH72bzkYTa1ybVcJJsAeTrUJpp2xrKxMgKxPGze/CyTO5HXC4B0E/Sf8ouv7unGYAH7hj/R9oxWHx8Nvu5NkAvzCrTzBGPrObHECcHYvyQTYha4axWFkl/XT6CpNiSGZAMfQVcOEbTMQz13oKs14kmQCpKCrxil3Uj+eDWHoKk14lmQCZHLc1FY0DQ1cFf6b677P1gwgmQCucuiygYw8S+Ocwnx/D1pGE02A+9BlA5W8YCShBF85T2Gy/lg8aIMuG+llQxFdH+cb75NENwNdL6DLRgo0eF9oK589Xy0iW/cq2XqAfGINpnR1mPh7KDjyr0Ew5g103ViGbwyuEv5orSpE/XeNQdeNdb/hoH4U/VSFdmQTYBi6brCdhpPaGIGuVdt4sgkwAF03mImrJ9tLoovV9A3ZBLDPYRFkIkzsr7anLLpaLQfIJsAj6LrRPjER1sHK6Gq9K0K4SVQZdOFoTcykdYR8lShrjcn6L+WawLx2m8lrCbpar8ieDZd3RVCuCaYCE/Yz0xyyCfAOum68pqYCS+G1xNMsIyucPGiKrhuvkPc9PTyZiK7Xi/VE/T8t/iVu9taYiiw5Al2vZ8avaLl7H122CIaZy4z9Rg9EThBNAAl2CNNXz1xmS9H1ekbyWJBrLbpqITiSTIV2Tsi3zQCS/rseQJcthmXmUmO+2xcRkq2i16CLFsSb5mKrjq7XI4JbARcqoosWhMkF9WIuEvW0L5GOp9E1i8L4qpCbxPwLsMp0/wn2QLSpO0zllsbveV8zFprt/wrj26Db3mkzwe1EV+tZL5P9X+szD7xwsMFMcrPR1XoWcc1U/1exPszUp5g6b0nU785mPgRkTmB8ip2PGWciO2FP2OlufAxnpH4ezAMzm+wOQhfrTRGjdzVTJ4i+wp27Hsb7v03M7wA3GDsuIP2D0uhCxfOE4f47RX6aerWBASxjfnSVL3rI8ATgsOc3uTC9lQ2Hp9yNrlFMdYz2/2RRdKmaCn2gsTb82DR189+bCkYnQEd0pXoabvVY95nv3mykvvh5V9xg/1egCzXgvkn73EtO3bd8fFuZ9wEyJMpY///wka9PRep3HTFq1Kjh3ZvXFPstSxjlDfX/iPr+ZFeG9lY47xP7xCgkahjof5p6hMK+DHwNzBT+C4BCzsA+20PRNSoMPazb/ynoEhWWdE9cHI2uUGHK41mvuZx90QUqbB3U7P81tXza5spo9v+S9Nso2d40rf4nNUCXpzAWdVmj/8dqostTWNP6A/CXfEfrSqeUxh+Av6PQ1SmsOTTWUSVWRVenMKdx0k5yPXRxCnMxGV77n9YMXZzCXGnvz4U61f0/+yvxh/c3gJHo4hTmIjU219ss7iNACiVRCd77fy0aXZ3CWimtfcLHoatTWLv3kEb/d6n9U+zupTSN/meI/AyoQkF4nEb7Xa7p6PoUtqK1z4w9ox6osbXQiTobKkl9oLL9PXFEu/2uHUJuB63QUUV/N60YdI0KM6Wn6u+r/w26SIWVyu8ZOFYhrQq6TIWNWp+m67ff5RqLrlNhIazLamNnq6prgDYUEPvpJUPdd7mcaicluwmPnWFiN/AZ6HIVmsJj39p43Xj3Xa4j4eiSFVoKt5y0ydCnPnet0FVLKJD+dbfgu9oTND/LBOqlKF4EPDRyWcLfx5MuZbgyU07s3vT91wvemfBKn04tG0VXKEo8JRzlW/Sbueagk6D3N8ynOUJFQ6kJx7UakTUl9mz6fukncyaPHdKnS9tmDWpVKKbx7SykbO2Hnuw17K0vt5s7Bzq/1YH8EpBbG3Nndd5y7dzR3VvWr1w8b9a7782dt+CTRXFfLvlmxU8JJ4kOTfVgq/oAyMlrlDpG1wH1HCAnHYxdkuPs98roXGRRydobNSMfqFPUeJmN7rUHh9U2QNxEXUF3u4Bzr6j//Pl5Gd3ufDLie6sloDx9i+t15vZf1636eu2unC+h//z0ft9S6EAk4/gH1v/VOScmBVW67946Naup730AtVDt3622exfCI6D+/1MZPXLlpq6Y/meo7T4FYeaYXorUdh+i6Afp/0l1n08Uxo/ppWkCethKtvqI/qerkxOFEXQRMAGWoket5PoUMAG6oget5GoOmABqy2+RLOHe/6PoISvuSpMsCLQkDj1kJY9q+/R7RlU/9IiVvIqt5zsB1G0g0RRawHUCqGPfxdP/DL/+X0IPVvEgbDi3KbAdPVbFI25TYAl6pIoXYa8c5TEBpqLHqXgV2GkT+wkwAD1KRUvDL0ke5DejLXqIirYKU84znQB365egYIX3Z3lxsBh6eIo+R5t1rPqfgh6bYkydBVpneJD7Ez0wxaio8YkMJsAa9LAU44Kf20F9AsxFD0oxpdlK0j2+vFALAn1NtdlGN/Y15JJ6+N/nRAyneY34cfRwFPMCOm6kNgHUhwDfdP8XlK4Rn3Kgh6KQKT+ZzjVidQSAzwrrr3fEmxET0cNQyBXqo3XGszEJ6EEoVgT2OmB1BlRFj0GxJKCHxZuFvdAjUCwK6KZ92rMO9SHA9/l3TiCfAOrZMDtwPL2TdAJsQteuUOFo9wfZBDiOrlyhpe3vJBNAPR9uH44uBF8KD6CrVigqNND0E0V70DUrVBWeYHLBwBZ0xQplUXNMHQg7D12vQt2dX5o4eqo3ulqFgfrGnySIRteqMBFr8LLAEfqnEytCcHQzdK9YPR5sX0FD9LeeTQxBV6kwVDpObwIMQ5eosNXsL83+rw1AF6gwFjRa4zDKfRHo8hT2Kq/w1v/zNdG1KVzEbPbY/53V0IUpvHTwsHDw01B0VQo/gS+eytv+U33QJSl8hY3Yntv+/X2C0PUo/FUa/OVP+y/s+fr11oJf//1/cl3f+U0oobsAAAAASUVORK5CYII=", + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "X, Y = np.where(im != 0)\n", + "sampling = 100 # to have less points\n", + "X, Y = X[::sampling], Y[::sampling]" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.scatter(X, Y, c=X, marker='o', cmap='jet')\n", + "plt.scatter(0, 0, c='red')\n", + "_ = plt.axis('scaled')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# PCA Application - Rotate the data and decorrelate them - No compression\n", + "\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\mathbf{\\sigma}} $$\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{rot}} = {\\mathbf{U}^T}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}$$\n", + "\n", + "$$ \\text{Optional:}~~~~ \\mathbf{x}_p\\leftarrow\\left(\\mathbf{x}^{T\\prime}_p{\\mathbf{\\sigma}}\\right)+\\mathbf{\\mu}$$" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num of points 746 in dimension 2\n" + ] + } + ], + "source": [ + "pts = np.stack((X, Y), axis=1)\n", + "# Nx2\n", + "print(f'num of points {pts.shape[0]} in dimension {pts.shape[1]}' )" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "# Standardize the data \n", + "# (x-mu)/sigma\n", + "center = pts.mean(axis=0)\n", + "std = pts.std(axis=0)\n", + "pts_z = (pts - center)/std" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.scatter(*pts_z.T, c=X, marker='.', cmap='jet')\n", + "plt.scatter(0,0,c='red')\n", + "_ = plt.axis('scaled')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "# np.cov wants features on rows\n", + "cov = np.cov(pts_z, rowvar=False)\n", + "Sigma, U = np.linalg.eig(cov)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot principal components aka eigenvectors\n", + "fig = plt.scatter(*pts_z.T, c=X, marker='.', cmap='jet')\n", + "plt.scatter(0,0,c='red')\n", + "plotVectors(fig.axes, [Sigma[0]*U[:,0], Sigma[1]*U[:,1]], cols=['green','blue'])\n", + "_ = plt.axis('scaled')" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.39528093, -0. ],\n", + " [-0. , 1.60740363]])" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# rotate points\n", + "rot = U.T@pts_z.T\n", + "np.cov(rot,rowvar=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-3.0, 3.0)" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2)\n", + "fig.set_figheight(12)\n", + "fig.set_figwidth(12)\n", + "# First\n", + "ax[0].scatter(*pts_z.T, c=X, marker='.', cmap='jet')\n", + "ax[0].scatter(0,0,c='red')\n", + "plotVectors(ax[0], [Sigma[0]*U[:,0], Sigma[1]*U[:,1]], cols=['green','blue'])\n", + "ax[0].set_aspect('equal')\n", + "ax[0].set_xlim(-3,3)\n", + "ax[0].set_ylim(-3,3)\n", + "# second\n", + "ax[1].scatter(*rot, c=X, marker='.', cmap='jet')\n", + "ax[1].scatter(0,0,c='red')\n", + "plotVectors(ax[1], [Sigma[0]*np.array([1,0]), Sigma[1]*np.array([0,1])], cols=['green','blue'])\n", + "ax[1].set_aspect('equal')\n", + "ax[1].set_xlim(-3,3)\n", + "ax[1].set_ylim(-3,3)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.39528093, -0. ],\n", + " [-0. , 1.60740363]])" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.set_printoptions(suppress=True) #suppress scientific notation, please watch out using this\n", + "np.cov(rot, rowvar=True) # rowvar is True becausse matrix is 2xN\n", + "# do you know why we get this? and what are the values inside?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Application: Data whitening" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "What does it mean whitening or sphering?\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Do you remember this?\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Graphics from Wikipedia" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# PCA Application - Whitening - No compression\n", + "\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\mathbf{\\sigma}} $$\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{dec.}} = {\\mathbf{\\Sigma}^{-1/2}\\mathbf{U}^T}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "Sigma_inv_sqrt = np.diag(Sigma**-0.5)\n", + "# data is rotated and decorrelated (whitening or sphering)\n", + "rot_withening = Sigma_inv_sqrt @ U.T @ pts_z.T" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-3.0, 3.0)" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3)\n", + "fig.set_figheight(14)\n", + "fig.set_figwidth(14)\n", + "# First\n", + "ax[0].scatter(*pts_z.T, c=X, marker='.', cmap='jet')\n", + "ax[0].scatter(0,0,c='red')\n", + "plotVectors(ax[0], [Sigma[0]*U[:,0], Sigma[1]*U[:,1]], cols=['green','blue'])\n", + "ax[0].set_aspect('equal')\n", + "ax[0].set_xlim(-3,3)\n", + "ax[0].set_ylim(-3,3)\n", + "# second\n", + "ax[1].scatter(*rot, c=X, marker='.', cmap='jet')\n", + "ax[1].scatter(0,0,c='red')\n", + "plotVectors(ax[1], [Sigma[0]*np.array([1,0]), Sigma[1]*np.array([0,1])], cols=['green','blue'])\n", + "ax[1].set_aspect('equal')\n", + "ax[1].set_xlim(-3,3)\n", + "ax[1].set_ylim(-3,3)\n", + "# third\n", + "ax[2].scatter(*rot_withening, c=X, marker='.', cmap='jet')\n", + "ax[2].scatter(0,0,c='red')\n", + "plotVectors(ax[2], [np.array([1,0]), \n", + " np.array([0,1])], cols=['green','blue'])\n", + "ax[2].set_aspect('equal')\n", + "ax[2].set_xlim(-3,3)\n", + "ax[2].set_ylim(-3,3)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-3.0, 3.0)" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3); sizeim=40;\n", + "fig.set_figheight(sizeim)\n", + "fig.set_figwidth(sizeim)\n", + "# First\n", + "ax[0].scatter(*pts_z.T, c=X, marker='o', cmap='jet')\n", + "ax[0].scatter(0,0,c='red')\n", + "plotVectors(ax[0], [Sigma[0]*U[:,0], Sigma[1]*U[:,1]], cols=['green','blue'])\n", + "ax[0].set_aspect('equal')\n", + "ax[0].set_xlim(-3,3)\n", + "ax[0].set_ylim(-3,3)\n", + "# second\n", + "ax[1].scatter(*rot, c=X, marker='o', cmap='jet')\n", + "ax[1].scatter(0,0,c='red')\n", + "plotVectors(ax[1], [Sigma[0]*np.array([1,0]), Sigma[1]*np.array([0,1])], cols=['green','blue'])\n", + "ax[1].set_aspect('equal')\n", + "ax[1].set_xlim(-3,3)\n", + "ax[1].set_ylim(-3,3)\n", + "# third\n", + "ax[2].scatter(*rot_withening, c=X, marker='o', cmap='jet')\n", + "ax[2].scatter(0,0,c='red')\n", + "plotVectors(ax[2], [np.array([1,0]), \n", + " np.array([0,1])], cols=['green','blue'])\n", + "ax[2].set_aspect('equal')\n", + "ax[2].set_xlim(-3,3)\n", + "ax[2].set_ylim(-3,3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Sanity Check\n", + "\n", + "We take the decorrelated data points and compute the covariance matrix:\n", + "\n", + "$$\\mathbf{X}_p\\mathbf{X}_p^T$$\n", + "\n", + "if **decorrelated** should get us:\n", + "\n", + "$$\n", + "\\begin{bmatrix}\n", + "1 & 0 \\\\\n", + "0 & 1 \n", + "\\end{bmatrix}\n", + "$$\n", + "and in more dimensions should give us $\\mathbf{I}$ matrix (identity matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., -0.],\n", + " [-0., 1.]])" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.cov(rot_withening, rowvar=True) # rowvar is True becausse matrix is 2xN" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "We can also \"prove\" it that induced decorrelated and \"sphered\" points:\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{dec.}} = {\\mathbf{\\Sigma}^{-1/2}\\mathbf{U}^T}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Sphering vs Standardization \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# PCA in Computer Graphics: 3D Morphable Models (3DMM)\n", + "\n", + "- A set of 3D faces point cloud matrix $\\mathbf{X}=\\{\\mathbf{S}_i\\}_{i=1}^M$ with $\\mathbf{S}_i \\in \\mathbf{R}^{3N}$ and $M$ are the samples we have.\n", + "- $\\mathbf{S}_i = [x_1,y_1,z_1,\\ldots,x_N,y_N,z_N,]$ point cloud stack in a vector.\n", + "- **Assumption**: The point cloud is **vertex-aligned** (usually this implies dense registration, not easy to achieve)\n", + "- **Assumption**: $\\mathbf{S}\\sim\\mathcal{N}(\\mathbf{\\mu},\\mathbf{\\Sigma})$ faces are modeled as a multi-variate Gaussian distribution.\n", + "\n", + "\n", + "Figure Credit [3DMM, Past Present and Future](https://arxiv.org/pdf/1909.01815.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "Credits [Blanz and Vetter, 1999](https://gravis.dmi.unibas.ch/publications/Sigg99/morphmod2.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# 3D Face modeling with PCA\n", + "\n", + "$ \\mbf{S}^{\\prime} = \\mbf{\\hat{S}} + \\sum_{i}^{M-1} \\alpha_i \\mbf{U}_i $ where:\n", + "- $ \\mbf{\\hat{S}} $ is the mean shape\n", + "- and $\\mbf{U}_i$ are the $M-1$ principal components that you can compute by learning PCA on $\\mbf{X}=\\{\\mbf{S}_i\\}_{i=1}^M$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## A (new) 3D face is defined once you know $\\mbf{\\alpha}$\n", + "\n", + "- $ \\mbf{\\alpha} = [\\alpha_1,\\ldots,\\alpha_k]$ scales each principal component\n", + "- Similar to say:\n", + " - OK, this is the average face (fixed for everyone)\n", + " - but I want to edit the average to add `0.25 * male (1st component)` + `-0.12 * caucasian (2nd component)` + `...`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# 3D Face modeling with PCA\n", + "\n", + "$ \\mbf{S}^{\\prime} = \\mbf{\\hat{S}} + \\sum_{i}^{M-1} \\alpha_i \\mbf{U}_i $ where:\n", + "\n", + "PCA assumes the data generation process is a **multivariate Gaussian distribution (i.e. a Gaussian/Normal distribution but in 3N-D).**\n", + "\n", + "$\n", + " \\underbrace{\\{\\mathbf{S}_i\\}_{i=1}^M}_{\\text{known}} \\sim \\underbrace{\\mathcal{N}(\\mbf{\\hat{S}},\\mbf{Cov}_S)}_{\\text{multivariate Gaussian assumption}} \\approx \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", + "$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- Given a face $\\mbf{\\alpha} = [\\alpha_1,\\ldots,\\alpha_k]$ you can compute how much it is likely of \"being a face\" under $\\mathcal{N}(\\mbf{\\hat{S}},\\mbf{Cov}_S)$\n", + "- $\\mbf{\\alpha} = [0.2,\\ldots,0.24]$ is **more probable** of being a face (you get something **regular**)\n", + "- $\\mbf{\\alpha} = [0.1,\\ldots,-1.24]$ is **less probable** of being a face (you get something **irregular**)" + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "![immagine.png](attachment:immagine.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Principal Components refers to Variations in Faces \n", + "- 1st component: gender or age (most variation)\n", + "- 2nd component: face size (moderate variation)\n", + "- .....\n", + "- last component: nose size etc (least variation)\n", + "\n", + "\n", + "\n", + "Figure credit [Booth et al. 3DMM in the Wild](https://arxiv.org/pdf/1701.05360.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "[Click here for interactive demo - FLAME - Max Planck](https://flame.is.tue.mpg.de/interactivemodelviewer.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Expressiveness\n", + "\n", + "$\\mbf{S}^{\\prime} = \\mbf{\\hat{S}} + \\sum_{i}^{M-1} \\alpha_i \\mbf{U}_i$ where:\n", + "- $ \\mbf{\\hat{S}} $ is the mean shape\n", + "- and $\\mbf{U}_i$ are the $ M-1 $ principal components that you can compute by learning PCA on $\\mbf{X}=\\{\\mbf{S}_i\\}_{i=1}^M$." + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Part-based 3DMM\n", + "\n", + "- The expressiveness of the model can be increased by dividing faces into **independent sub-regions** that are morphed independently, for example into eyes, nose, mouth and a surrounding region.\n", + "- Since **all faces are assumed to be in correspondence**, it is sufficient to define these regions on a reference face. This segmentation is equivalent to sub-dividing the vector space of faces into **independent subspaces**. \n", + "- A complete 3D face is generated by computing linear combinations for each segment separately and **blending** them at the borders according to an algorithm proposed for images by a blending algorithm\n", + "\n", + "![immagine.png](attachment:immagine.png)" + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "![immagine.png](attachment:immagine.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Two more real world examples\n", + "\n", + "[Morphable Models are everywhere - Snapfeet App](https://snapfeet.io/en/footcompass/)\n", + "\n", + "[Body Morphable Models @ Max Planck Institute for Intelligent Systems](https://bodytalk.is.tue.mpg.de/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Up next: PCA in High Dimensional Space\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "- Demonstration with images\n", + "- You can think of an image $\\mathbf{I}\\in \\mathbb{R}^{W\\times H}$ as a point/vector in high dimension.\n", + "- For an image $128\\times 128$ now our $D$ dimension is very high. $D=128^2=(2^7)^2=2^{14}\\approx16K$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- Let's double the image $128 \\mapsto 256$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- For an image $256\\times 256$ now our $D$ dimension is very high. $D=256^2=(2^8)^2=2^{16}\\approx65K$\n", + "- Doubling a side, increases the dimension four times, for two-dimensional nature of images." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# PCA is in sklearn but implementing it manually is for understanding\n", + "\n", + "```python\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2)\n", + "pca.fit(X)\n", + "```\n", + "\n", + "## In case you have to use it in industry/thesis, you will rely on `sklearn`\n", + "## i.e. \"not reinventing the wheel\" but academically it is good to do it manually" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": false, + "bibliofile": "biblio.bib", + "cite_by": "key", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "notify_time": "5", + "rise": { + "autolaunch": true, + "overlay": "Artificial Intelligence and Machine Learning - Unit II", + "transition": "linear" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Summary", + "toc_cell": false, + "toc_position": { + "height": "47px", + "left": "1143px", + "top": "173px", + "width": "210.344px" + }, + "toc_section_display": false, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm.png new file mode 100644 index 0000000..c8d00c0 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_components.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_components.png new file mode 100644 index 0000000..f1ab263 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_components.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_synthesis.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_synthesis.png new file mode 100644 index 0000000..5b5771b Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/3dmm_synthesis.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/ICPR14.mov b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/ICPR14.mov new file mode 100644 index 0000000..28b0320 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/ICPR14.mov differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/italy.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/italy.png new file mode 100644 index 0000000..cbb166f Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/italy.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/rotation.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/rotation.png new file mode 100644 index 0000000..1ba72d9 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/rotation.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_rotation.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_rotation.png new file mode 100644 index 0000000..8847314 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_rotation.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_shear_rotation.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_shear_rotation.png new file mode 100644 index 0000000..c0e2295 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/scale_shear_rotation.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/slide_correction.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/slide_correction.png new file mode 100644 index 0000000..2a55008 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/slide_correction.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd.png new file mode 100644 index 0000000..14eeca1 Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd.png differ diff --git a/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd_2.png b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd_2.png new file mode 100644 index 0000000..2ee7efe Binary files /dev/null and b/AA2324/course/03_math_recap_eig_pca_3dmm/figs/table_svd_2.png differ
NameError: name 'np' is not defined
NameError: name 'X' is not defined