{ "cells": [ { "cell_type": "markdown", "id": "e2f0ce53", "metadata": {}, "source": [ "# \"Is There Anything On?\"\n", "\n", "## A Movie Recommendation System" ] }, { "cell_type": "markdown", "id": "3fb89212", "metadata": {}, "source": [ "In this exercise, we implement a collaborative filtering learning algorithm and apply it to a dataset of movie ratings$^{*}$. The objective of collaborative filtering is to predict movie ratings for the movies that users have not yet rated. This allows us to recommend movies with a high predicted rating to the user.\n", "\n", "$^{*}$MovieLens 100k Dataset from GroupLens Research." ] }, { "cell_type": "markdown", "id": "37f966da", "metadata": {}, "source": [ "We begin by importing standard machine learning libraries, as well as both loading and converting our data from MATLAB to a more python friendly format." ] }, { "cell_type": "code", "execution_count": 1, "id": "a8fcf571", "metadata": {}, "outputs": [], "source": [ "# standard imports for data science and machine learning\n", "import scipy.io\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "019f4f3b", "metadata": {}, "source": [ "The code below loads the dataset ex8_movies.mat, which contains the matrices $Y$ and $R$. The matrix $Y$ (a $num\\_movies \\text{ x } num\\_users$ matrix) stores the ratings $y^{(i,j)}$ (from 1 to 5). Restated, the data consist of ratings on a scale of 1 to 5, information on $n_u = 943$ users, and data on $n_m = 1682$ movies. The matrix $R$ is a binary-valued indicator matrix in which $R(i,j) = 1$, if user $j$ gave a rating to movie $i$ and $R(i,j) = 0$ otherwise." ] }, { "cell_type": "code", "execution_count": 2, "id": "2593b08d", "metadata": {}, "outputs": [], "source": [ "mat = scipy.io.loadmat('data/ex8_movies.mat')\n", "Y = mat['Y']\n", "R = mat['R']" ] }, { "cell_type": "markdown", "id": "8f0da2a3", "metadata": {}, "source": [ "Below is a slice of the matrix $Y$. As we can see, it contains ratings from 1 to 5. The zeros represent movies that users did not rate." ] }, { "cell_type": "code", "execution_count": 3, "id": "1829d30b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Y dimensions (1682, 943)\n", "[[5 4 0 0 4 4 0 0 0 4]\n", " [3 0 0 0 3 0 0 0 0 0]\n", " [4 0 0 0 0 0 0 0 0 0]\n", " [3 0 0 0 0 0 5 0 0 4]\n", " [3 0 0 0 0 0 0 0 0 0]\n", " [5 0 0 0 0 0 0 0 5 0]\n", " [4 0 0 0 0 2 5 3 4 4]\n", " [1 0 0 0 0 4 5 0 0 0]\n", " [5 0 0 0 0 4 5 0 0 4]\n", " [3 2 0 0 0 0 4 0 0 0]]\n" ] } ], "source": [ "print('Y dimensions', Y.shape)\n", "print(Y[:10, :10])" ] }, { "cell_type": "markdown", "id": "6d4d797b", "metadata": {}, "source": [ "The code below presents us with a window into the matrix $R$. The contents reflect what was stated above: user-rated movies are coded with a 1, while unrated movies are coded with a zero." ] }, { "cell_type": "code", "execution_count": 4, "id": "3ae5b3cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R dimensions (1682, 943)\n", "[[1 1 0 0 1 1 0 0 0 1]\n", " [1 0 0 0 1 0 0 0 0 0]\n", " [1 0 0 0 0 0 0 0 0 0]\n", " [1 0 0 0 0 0 1 0 0 1]\n", " [1 0 0 0 0 0 0 0 0 0]\n", " [1 0 0 0 0 0 0 0 1 0]\n", " [1 0 0 0 0 1 1 1 1 1]\n", " [1 0 0 0 0 1 1 0 0 0]\n", " [1 0 0 0 0 1 1 0 0 1]\n", " [1 1 0 0 0 0 1 0 0 0]]\n" ] } ], "source": [ "print('R dimensions', R.shape)\n", "print(R[:10, :10])" ] }, { "cell_type": "markdown", "id": "77769824", "metadata": {}, "source": [ "Throughout this part of the exercise, we will also be working with the matrices $X$ and $\\theta$. In the cell that follows, we load the MATLAB data file containing these matrices." ] }, { "cell_type": "code", "execution_count": 5, "id": "ee6aee66", "metadata": {}, "outputs": [], "source": [ "mat2 = scipy.io.loadmat('data/ex8_movieParams.mat')\n", "X = mat2['X']\n", "Theta = mat2['Theta']\n", "num_users = mat2['num_users']\n", "num_movies = mat2['num_movies']\n", "num_features = mat2['num_features']" ] }, { "cell_type": "markdown", "id": "233fcfe3", "metadata": {}, "source": [ "The $i-$th row of $X$ corresponds to the feature vector $x^{(i)}$ for the $i$-th movie, and the $j$-th row of $\\theta$ corresponds to one parameter vector $\\theta^{(j)}$ for the $j$-th user. Both $x^{(i)}$ and $\\theta^{(j)}$ are $n$-dimensional vectors. For our purposes, we will use $n=100$. Thus, $x^{(i)} \\in\\mathbb{R}^{100}$ and $\\theta^{(j)} \\in\\mathbb{R}^{100}$. This implies $X$ is a $n_m\\times 100$ matrix and Theta is a $n_u\\times 100$ matrix.\n", "\n", "As one can see, the MATLAB file we imported contains more information than simply the contents of two more matrices." ] }, { "cell_type": "code", "execution_count": 6, "id": "0e665733", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X dimensions (1682, 10)\n", "Pramaeters Theta: [[ 0.28544362 -1.68426509 0.26293877 ... 0.76723235 -1.10460164\n", " -0.25186708]\n", " [ 0.50501321 -0.45464846 0.31746244 ... 1.09306336 -1.20029436\n", " -0.39161676]\n", " [-0.43191656 -0.47880449 0.84671111 ... 1.36333976 -0.32523542\n", " -0.19468212]\n", " ...\n", " [ 1.0586926 -0.8087176 0.56935771 ... 0.80421422 -0.74346778\n", " -0.11985885]\n", " [ 0.89058932 -0.12894734 0.35560466 ... 1.37426807 -0.7526549\n", " -0.81135311]\n", " [ 0.82414136 -0.38892594 1.06940502 ... 1.28423703 -0.98349993\n", " -0.53184838]]\n", "Number of users represented: [[943]]\n", "Number of movies represented: [[1682]]\n", "Number of features represented: [[10]]\n" ] } ], "source": [ "print('X dimensions', X.shape)\n", "print('Pramaeters Theta:', Theta)\n", "print('Number of users represented:', num_users)\n", "print('Number of movies represented:', num_movies)\n", "print('Number of features represented:', num_features)" ] }, { "cell_type": "markdown", "id": "8ad498f2", "metadata": {}, "source": [ "Using matrix R to index into matrix Y allows us to obtain an average rating for our first movie, \"Toy Story.\" " ] }, { "cell_type": "code", "execution_count": 7, "id": "6c3b476e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average rating for movie 1 (Toy Story): 3.8783185840707963 / 5\n" ] } ], "source": [ "print(f'Average rating for movie 1 (Toy Story): {np.mean(Y[0, R[0,:]==1])} / 5')" ] }, { "cell_type": "markdown", "id": "050245dd", "metadata": {}, "source": [ "Below, we visualize the rankings in our matrix. It's clear that some movies are rated more often than others, while many are not rated at all. This may be attributed to movie popularity and/or user reluctance to participate in the rating system." ] }, { "cell_type": "code", "execution_count": 8, "id": "444b7aff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(Y, extent=[0,1000,1600,0], aspect='auto')\n", "plt.title('Ratings Matrix');\n", "plt.xlabel('Users');\n", "plt.ylabel('Movies');" ] }, { "cell_type": "markdown", "id": "2e86eef3", "metadata": {}, "source": [ "Now, we will implement the collaborative filtering learning algorithm. We start by implementing the cost function. The collaborative filtering algorithm when used in movie recommendation considers a set of n-dimensional parameter vectors $x^{(1)},\\ldots,x^{(n_m)}$ and $\\theta^{(1)},\\ldots, \\theta^{(n_u)}$, where the model predicts the rating for movie $i$ by user $j$ as $y^{(i,j)} = (\\theta^{(j)})^T x^{(i)}$. Given a dataset that consists of a set of ratings produced by some users on some movies, we wish to learn the parameter vectors $x^{(1)},\\ldots,x^{(n_m)},\\;\\theta^{(1)},\\ldots,\\theta^{(n_u)}$ that produce the best fit (minimizes the squared error).\n", "\n", "We will complete the code in cofi_cost_func.py to compute the cost function and gradient needed for collaborative filtering. Note that the parameters to the function (i.e., the values we are trying to learn) are $X$ and Theta. In order to use an off-the-shelf minimizer like fmincg, the cost function has been set up to unroll the parameters into a single vector \"params.\"" ] }, { "cell_type": "markdown", "id": "bd1a657d", "metadata": {}, "source": [ "The collaborative filtering cost function (without regularization) is as follows:\n", "$J\\left(x^{(i)},\\ldots,x^{(n_m)},\\;\\theta^{(1)},\\ldots,\\theta^{(n_u)}\\right)\n", "=\\frac{1}{2}\\sum_{(i,j):r(i,j)=1}\\left((\\theta^{(j)})^Tx^{(i)}-y^{(i,j)}\\right)^2$.\n", "We display the cost function below. Note, we modified it to return the cost in the variable $J$. Furthermore, we accumulate the cost for user $j$ and movie $i$ only if $R(i,j) = 1$." ] }, { "cell_type": "code", "execution_count": 9, "id": "ea411534", "metadata": {}, "outputs": [], "source": [ "def cofi_cost_func(params, Y, R, num_users, num_movies, num_features, lambda_r=0):\n", " \n", " X = np.reshape(params[:num_movies*num_features], newshape=(num_movies, num_features), order='F')\n", " \n", " Theta = np.reshape(params[num_movies*num_features:], newshape=(num_users, num_features), order='F')\n", " \n", " C = np.subtract(X.dot(Theta.T), Y) ** 2\n", " \n", " J = np.sum(np.sum(R*C)) / 2\n", " \n", " return J" ] }, { "cell_type": "markdown", "id": "5a6900b9", "metadata": {}, "source": [ "We'll test our cost function on a data set of reduced size, so as to accelerate the testing process. " ] }, { "cell_type": "code", "execution_count": 10, "id": "4fdd99b4", "metadata": {}, "outputs": [], "source": [ "#reduce dataset to test\n", "num_users = 4\n", "num_movies = 5\n", "num_features = 3\n", "X = X[:num_movies, :num_features]\n", "Theta = Theta[:num_users, :num_features]\n", "Y = Y[:num_movies, :num_users]\n", "R = R[:num_movies, :num_users]" ] }, { "cell_type": "markdown", "id": "82c2122f", "metadata": {}, "source": [ "Below we test our cost function. The outcome is approximately 22.22, which is consistent with our expectations." ] }, { "cell_type": "code", "execution_count": 11, "id": "2a79cd9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cost at loaded parameters: 22.224603725685675\n" ] } ], "source": [ "J = cofi_cost_func(np.hstack((X.ravel(order='F'), Theta.ravel(order='F'))),\n", " Y, R, num_users, num_movies, num_features, 0)\n", "print('Cost at loaded parameters: ', J)" ] }, { "cell_type": "markdown", "id": "a6239c0a", "metadata": {}, "source": [ "We now turn our attention to implementing the gradient. Specically, we complete the code in cofi_cost_func.py to calculate the variables X_grad and Theta_grad. Note that X_grad is a matrix of the same size as $X$. Similarly, Theta_grad is a matrix of the same size as Theta. The gradients of the cost function are given by:\n", "\n", "$\\frac{\\partial J}{\\partial x_k^{(i)}} \n", "= \\sum_{j:r(i,j)=1}\\left((\\theta^{(j)})^T x^{(i)} -y^{(i,j)}\\right)\\theta_k^{(j)}$\n", "\n", "$\\frac{\\partial J}{\\partial \\theta_k^{(j)}} = \\sum_{i:r(i,j)=1}\\left((\\theta^{(j)})^T x^{(i)} -y^{(i,j)}\\right) x_k^{(i)}$\n", "\n", "\n", "Our function returns the gradient for both sets of variables by unrolling them into a single vector. After we complete the code to compute the gradients, we will check our gradient implementation using finite difference methods. If our code is correct, we will see that the analytical and numerical gradients match up closely." ] }, { "cell_type": "code", "execution_count": 12, "id": "7d3432f3", "metadata": {}, "outputs": [], "source": [ "def cofi_cost_func(params, Y, R, num_users, num_movies, num_features, lambda_r):\n", " \n", " X = np.reshape(params[:num_movies*num_features], newshape=(num_movies, num_features), order='F')\n", " \n", " Theta = np.reshape(params[num_movies*num_features:], newshape=(num_users, num_features), order='F')\n", " \n", " C = np.subtract(X.dot(Theta.T), Y) ** 2\n", " \n", " J = np.sum(np.sum(R*C)) / 2\n", " \n", " X_grad = np.zeros(X.shape)\n", " \n", " Theta_grad = np.zeros(Theta.shape)\n", " \n", " for i in range(num_movies):\n", " idx = np.argwhere(R[i,:]==1).T[0]\n", " X_grad[i,:] = np.subtract(X[i,:].dot(Theta[idx,:].T), Y[i,idx]).dot(Theta[idx,:])\n", " \n", " for j in range(num_users):\n", " idx = np.argwhere(R[:,j]==1).T[0]\n", " Theta_grad[j,:] = np.subtract(X[idx,:].dot(Theta[j,:].T), Y[idx,j]).T.dot(X[idx,:])\n", " \n", " grad = np.hstack((X_grad.ravel(order='F'), Theta_grad.ravel(order='F')))\n", "\n", " return J, grad" ] }, { "cell_type": "markdown", "id": "358d5ba0", "metadata": {}, "source": [ "As the function signature suggests, this routine is responsible for calculating the finite differences between the analytical and numerical gradients. The differences should be small." ] }, { "cell_type": "code", "execution_count": 13, "id": "7c48114a", "metadata": {}, "outputs": [], "source": [ "def compute_numerical_gradient(theta, Y, R, num_users, num_movies, num_features, lambda_r):\n", " e = 0.0001\n", " num_grad = np.zeros(theta.shape)\n", " perturb = np.zeros(theta.shape)\n", " for p in range(len(theta)):\n", " perturb[p] = e\n", " loss1,_ = cofi_cost_func(theta-perturb, Y, R, num_users, num_movies, num_features, lambda_r)\n", " loss2,_ = cofi_cost_func(theta+perturb, Y, R, num_users, num_movies, num_features, lambda_r)\n", " num_grad[p] = (loss2-loss1)/(2*e)\n", " perturb[p] = 0\n", " return num_grad" ] }, { "cell_type": "markdown", "id": "2397313b", "metadata": {}, "source": [ "The `check_cost_function` calls our gradient check function and provides the output we need to discern whether or not our gradient calculations are reasonable." ] }, { "cell_type": "code", "execution_count": 14, "id": "4fac924c", "metadata": {}, "outputs": [], "source": [ "def check_cost_function(lambda_r=0):\n", " X_t = np.random.uniform(0,1,(4,3))\n", " Theta_t = np.random.uniform(0,1,(5,3))\n", " \n", " Y = X_t.dot(Theta_t.T)\n", " Y[np.random.uniform(0,1,Y.shape)>0.5] = 0\n", " R = np.zeros(Y.shape)\n", " R[Y!=0] = 1\n", " \n", " X = np.random.normal(size=X_t.shape)\n", " Theta = np.random.normal(size=Theta_t.shape)\n", " num_users = Y.shape[1]\n", " num_movies = Y.shape[0]\n", " num_features = Theta_t.shape[1]\n", " \n", " params = np.hstack((X.ravel(order='F'), Theta.ravel(order='F')))\n", " \n", " cost, grad = cofi_cost_func(params, Y, R, num_users, num_movies, num_features, lambda_r)\n", " num_grad = compute_numerical_gradient(params, Y, R, num_users, num_movies, num_features, lambda_r)\n", " \n", " print('The columns should be very similar...')\n", " for i, j in zip(num_grad, grad):\n", " print(i,j)\n", " \n", " diff = np.linalg.norm(num_grad-grad)/np.linalg.norm(num_grad+grad)\n", " print('''If your cost function implementation is correct, then the relative difference will \n", " be small (less than 1e-9). Relative Difference:''', diff)" ] }, { "cell_type": "markdown", "id": "4c24d4fc", "metadata": {}, "source": [ "As one can easily see, our gradient calculations pass muster." ] }, { "cell_type": "code", "execution_count": 15, "id": "923d01af", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The columns should be very similar...\n", "-6.9480179846515 -6.948017984639612\n", "-0.8671486530253958 -0.8671486530358323\n", "-0.5426743688197178 -0.5426743688068397\n", "1.3953900589314117 1.3953900589467654\n", "-0.08047487868978465 -0.08047487868668746\n", "-5.459057519452415 -5.459057519452572\n", "4.9878550942139555 4.987855094218006\n", "3.241559132849403 3.241559132834272\n", "-3.3652195943645324 -3.3652195943783356\n", "9.71588259291778 9.715882592910518\n", "-10.199946867324172 -10.199946867340946\n", "-2.656238803702138 -2.6562388036922124\n", "1.0632302002555605 1.0632302002472183\n", "-1.9835253421085497 -1.9835253420860104\n", "-0.17331611841697736 -0.1733161184234911\n", "0.6595033105050163 0.6595033105011222\n", "-1.6410128287880354 -1.6410128288090342\n", "4.366676349309984 4.366676349312643\n", "-13.367403614470419 -13.367403614470483\n", "-0.15254298375566577 -0.1525429837589742\n", "1.4134727384274015 1.413472738420712\n", "-2.033133212453464 -2.033133212452262\n", "-0.32028600424283127 -0.320286004226494\n", "7.36597271755457 7.365972717518346\n", "0.008691678505812206 0.008691678497479633\n", "-1.1683587169564191 -1.1683587169683942\n", "0.3290849850756672 0.3290849850501378\n", "If your cost function implementation is correct, then the relative difference will \n", " be small (less than 1e-9). Relative Difference: 1.4582167112773297e-12\n" ] } ], "source": [ "check_cost_function()" ] }, { "cell_type": "markdown", "id": "aab452af", "metadata": {}, "source": [ "Below, we introduce regularization to our cost function. Though we left room for a regularization term, $\\lambda$, in our function signature in the code above, that code lacked the machinery to implement regularization. The cost function for collaborative filtering with regularization is given by:\n", "\n", "$J\\left(x^{(i)},\\ldots,x^{(n_m)},\\;\\theta^{(1)},\\ldots,\\theta^{(n_u)}\\right)\n", "=\\\\ \\qquad\\qquad \\frac{1}{2}\\sum_{(i,j):r(i,j)=1}\\left((\\theta^{(j)})^Tx^{(i)}-y^{(i,j)}\\right)^2\n", "+\\left(\\frac{\\lambda}{2}\\sum_{j=1}^{n_u}{\\sum_{k=1}^{n}{(\\theta_k^{(j)})^2}}\\right)\n", "+\\left(\\frac{\\lambda}{2}\\sum_{i=1}^{n_m}{\\sum_{k=1}^{n}{(x_k^{(i)})^2}}\\right)$\n", "\n", "Our cost function with regularization should produce a cost of about 31.34." ] }, { "cell_type": "code", "execution_count": 16, "id": "fd9b1638", "metadata": {}, "outputs": [], "source": [ "def cofi_cost_func(params, Y, R, num_users, num_movies, num_features, lambda_r):\n", " \n", " X = np.reshape(params[:num_movies*num_features], newshape=(num_movies, num_features), order='F')\n", " Theta = np.reshape(params[num_movies*num_features:], newshape=(num_users, num_features), order='F')\n", " \n", " C = np.subtract(X.dot(Theta.T), Y) ** 2\n", " J = np.sum(np.sum(R*C)) / 2 + ((lambda_r/2)*np.sum(np.sum(Theta**2))) + ((lambda_r/2)*np.sum(np.sum(X**2)))\n", " \n", " X_grad = np.zeros(X.shape)\n", " Theta_grad = np.zeros(Theta.shape)\n", " \n", " for i in range(num_movies):\n", " idx = np.argwhere(R[i,:]==1).T[0]\n", " X_grad[i,:] = np.subtract(X[i,:].dot(Theta[idx,:].T), Y[i,idx]).dot(Theta[idx,:])\n", " \n", " for j in range(num_users):\n", " idx = np.argwhere(R[:,j]==1).T[0]\n", " Theta_grad[j,:] = np.subtract(X[idx,:].dot(Theta[j,:].T), Y[idx,j]).T.dot(X[idx,:])\n", " \n", " grad = np.hstack((X_grad.ravel(order='F'), Theta_grad.ravel(order='F')))\n", "\n", " return J, grad" ] }, { "cell_type": "markdown", "id": "4cb2cbdf", "metadata": {}, "source": [ "As expected, our cost function with regularization ($\\lambda = 1.5$) yielded a value of approximately 31.344." ] }, { "cell_type": "code", "execution_count": 17, "id": "c3afd239", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cost at loaded parameters (lambda = 1.5): 31.344\n" ] } ], "source": [ "J, _ = cofi_cost_func(np.hstack((X.ravel(order='F'), Theta.ravel(order='F'))),\n", " Y, R, num_users, num_movies, num_features, 1.5)\n", "print('Cost at loaded parameters (lambda = 1.5):', round(J,3))" ] }, { "cell_type": "markdown", "id": "33db050c", "metadata": {}, "source": [ "As with our unregularized cost function, we will check our numerical gradient calculations against their analytical counterparts. " ] }, { "cell_type": "code", "execution_count": 20, "id": "582eda4c", "metadata": {}, "outputs": [], "source": [ "def cofi_cost_func(params, Y, R, num_users, num_movies, num_features, lambda_r):\n", " X = np.reshape(params[:num_movies*num_features], newshape=(num_movies, num_features), order='F')\n", " Theta = np.reshape(params[num_movies*num_features:], newshape=(num_users, num_features), order='F')\n", " \n", " C = np.subtract(X.dot(Theta.T), Y) ** 2\n", " J = np.sum(np.sum(R*C)) / 2 + ((lambda_r/2)*np.sum(np.sum(Theta**2))) + ((lambda_r/2)*np.sum(np.sum(X**2)))\n", " \n", " X_grad = np.zeros(X.shape)\n", " Theta_grad = np.zeros(Theta.shape)\n", " \n", " for i in range(num_movies):\n", " idx = np.argwhere(R[i,:]==1).T[0]\n", " X_grad[i,:] = np.subtract(X[i,:].dot(Theta[idx,:].T), Y[i,idx]).dot(Theta[idx,:]) + (lambda_r * X[i,:])\n", " \n", " for j in range(num_users):\n", " idx = np.argwhere(R[:,j]==1).T[0]\n", " Theta_grad[j,:] = np.subtract(X[idx,:].dot(Theta[j,:].T), Y[idx,j]).T.dot(X[idx,:]) + (lambda_r * Theta[j,:])\n", " \n", " grad = np.hstack((X_grad.ravel(order='F'), Theta_grad.ravel(order='F')))\n", "\n", " return J, grad" ] }, { "cell_type": "markdown", "id": "e67825b7", "metadata": {}, "source": [ "Presented below are gradient calculations produced by our function with regularization. The difference between the numerical and analyticall gradient calculations is miniscule." ] }, { "cell_type": "code", "execution_count": 21, "id": "eadf17e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The columns should be very similar...\n", "-0.529975819745232 -0.5299758197140845\n", "4.443991126805713 4.4439911268403\n", "-3.816297884782216 -3.8162978847807807\n", "-13.42890047901335 -13.428900479010785\n", "-0.06790134300160844 -0.06790134299933659\n", "0.5504395215183422 0.550439521502829\n", "4.139598784931309 4.1395987849412474\n", "-9.30356588089154 -9.30356588090066\n", "-1.2454551721674534 -1.2454551721267872\n", "0.2531382017778583 0.2531382017428677\n", "2.611763865942862 2.6117638659374878\n", "-2.1725976453979 -2.1725976453888953\n", "1.1381274720889678 1.1381274720904877\n", "-10.17718339564766 -10.177183395628939\n", "-0.9554121036003949 -0.9554121036193906\n", "-8.65731304358519 -8.657313043573126\n", "-0.19071927923164367 -0.1907192792299338\n", "7.425903704820769 7.4259037048231455\n", "-5.847120318058785 -5.847120318055877\n", "0.24082808831593638 0.24082808828811295\n", "-5.00775825223343 -5.007758252242031\n", "0.16173516780071395 0.1617351677973926\n", "5.302466309657916 5.302466309655352\n", "-2.865233739974826 -2.8652337400134456\n", "-2.131087474310789 -2.1310874742952244\n", "-3.4567110747119045 -3.456711074688129\n", "-0.0939058448778951 -0.09390584482814046\n", "If your cost function implementation is correct, then the relative difference will \n", " be small (less than 1e-9). Relative Difference: 2.1095196498005876e-12\n" ] } ], "source": [ "check_cost_function(1.5)" ] }, { "cell_type": "markdown", "id": "dc3092a2", "metadata": {}, "source": [ "Having finished implementing our cost function and gradient, we can finally start training our algorithm to make movie recommendations for ourselves. In the code below, we enter our own movie preferences, so that later we can get our personalized movie recommendations!" ] }, { "cell_type": "markdown", "id": "a93abb4b", "metadata": {}, "source": [ "In the following cells, we load a list of movies and assign ratings to a fraction of them." ] }, { "cell_type": "code", "execution_count": 22, "id": "14a30e80", "metadata": {}, "outputs": [], "source": [ "with open('data/movie_ids.txt', encoding='latin-1') as f:\n", " content = f.readlines()\n", " \n", "movie_list = [' '.join(line.split()[1:]) for line in content]" ] }, { "cell_type": "code", "execution_count": 23, "id": "68e7c5b8", "metadata": {}, "outputs": [], "source": [ "my_ratings = np.zeros((1682, 1))\n", "my_ratings[0] = 2\n", "my_ratings[10] = 5\n", "my_ratings[21] = 1\n", "my_ratings[70] = 1\n", "my_ratings[97] = 5\n", "my_ratings[98] = 3\n", "my_ratings[150] = 3\n", "my_ratings[154] = 2\n", "my_ratings[175] = 5\n", "my_ratings[312] = 1" ] }, { "cell_type": "markdown", "id": "7e05d23a", "metadata": {}, "source": [ "Below, we review the movies we rated and the ratings assigned thereto." ] }, { "cell_type": "code", "execution_count": 24, "id": "e97db337", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rated 2 for Toy Story (1995)\n", "Rated 5 for Seven (Se7en) (1995)\n", "Rated 1 for Braveheart (1995)\n", "Rated 1 for Lion King, The (1994)\n", "Rated 5 for Silence of the Lambs, The (1991)\n", "Rated 3 for Snow White and the Seven Dwarfs (1937)\n", "Rated 3 for Willy Wonka and the Chocolate Factory (1971)\n", "Rated 2 for Dirty Dancing (1987)\n", "Rated 5 for Aliens (1986)\n", "Rated 1 for Titanic (1997)\n" ] } ], "source": [ "for i,r in enumerate(my_ratings):\n", " if r > 0:\n", " print('Rated {0} for {1}'.format(int(r[0]), movie_list[i]))" ] }, { "cell_type": "markdown", "id": "9181b8b9", "metadata": {}, "source": [ "Next, the code below will proceed to train the collaborative filtering model. Restated, it will learn the parameters X and Theta." ] }, { "cell_type": "code", "execution_count": 25, "id": "b70ffccc", "metadata": {}, "outputs": [], "source": [ "mat = scipy.io.loadmat('data/ex8_movies.mat')\n", "Y = np.hstack((my_ratings, mat['Y']))\n", "R = np.hstack((my_ratings !=0, mat['R']))" ] }, { "cell_type": "markdown", "id": "e556c84b", "metadata": {}, "source": [ "Having added our preferences to our list of films and pre-existing user ratings, we normalize the data to ensure that no single rating or subset of ratings dominate our calculations." ] }, { "cell_type": "code", "execution_count": 26, "id": "8912ec98", "metadata": {}, "outputs": [], "source": [ "def normalize_ratings(Y, R):\n", " Y_mean = np.zeros((Y.shape[0], 1))\n", " Y_norm = np.zeros(Y.shape)\n", " for i in range(Y.shape[0]):\n", " idx = np.argwhere(R[i,:]==1).T[0]\n", " Y_mean[i] = np.mean(Y[i,idx], axis=0)\n", " Y_norm[i,idx] = np.subtract(Y[i,idx], Y_mean[i])\n", " return Y_norm, Y_mean" ] }, { "cell_type": "markdown", "id": "acc179ca", "metadata": {}, "source": [ "Here, we retrieve pertinent data used in training our model. " ] }, { "cell_type": "code", "execution_count": 27, "id": "7fef6d1d", "metadata": {}, "outputs": [], "source": [ "Y_norm, Y_mean = normalize_ratings(Y, R)" ] }, { "cell_type": "code", "execution_count": 28, "id": "7bc94961", "metadata": {}, "outputs": [], "source": [ "num_users = Y.shape[1]\n", "num_movies = Y.shape[0]\n", "num_features = 10" ] }, { "cell_type": "markdown", "id": "d0b78aff", "metadata": {}, "source": [ "The above data are used to initialize matrices $X$ and $\\theta$." ] }, { "cell_type": "code", "execution_count": 29, "id": "28a806f7", "metadata": {}, "outputs": [], "source": [ "X = np.random.normal(size=(num_movies, num_features))\n", "Theta = np.random.normal(size=(num_users, num_features))\n", "initial_params = np.hstack((X.ravel(order='F'), Theta.ravel(order='F')))" ] }, { "cell_type": "markdown", "id": "3634bc0c", "metadata": {}, "source": [ "We're now ready to minimize our cost function with regularization." ] }, { "cell_type": "code", "execution_count": 30, "id": "f87ebb49", "metadata": {}, "outputs": [], "source": [ "import scipy.optimize as opt\n", "lambda_r = 10\n", "opt_results = opt.minimize(cofi_cost_func, initial_params, args=(Y, R, num_users, num_movies, num_features, lambda_r),\n", " method='L-BFGS-B', jac=True, options={'maxiter':100})\n", "theta = opt_results['x']" ] }, { "cell_type": "markdown", "id": "648504c7", "metadata": {}, "source": [ "After reshaping our data, we are ready to make predictions concerning which films, if any, we might enjoy. The recommendations look reasonable and definitely fit squarely in the set of films we'd enjoy watching!" ] }, { "cell_type": "code", "execution_count": 31, "id": "b8532333", "metadata": {}, "outputs": [], "source": [ "X = np.reshape(theta[:num_movies*num_features], newshape=(num_movies, num_features), order='F')\n", "Theta = np.reshape(theta[num_movies*num_features:], newshape=(num_users, num_features), order='F')" ] }, { "cell_type": "code", "execution_count": 32, "id": "8f256565", "metadata": {}, "outputs": [], "source": [ "p = X.dot(Theta.T)\n", "my_predictions = p[:,0] + Y_mean.T[0]" ] }, { "cell_type": "code", "execution_count": 33, "id": "30e5c41f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top recommendations for you:\n", "Predicting rating 7.037980737414943 for movie Shawshank Redemption, The (1994)\n", "Predicting rating 7.011652649077764 for movie Silence of the Lambs, The (1991)\n", "Predicting rating 7.00815578397453 for movie Schindler's List (1993)\n", "Predicting rating 6.979608184991882 for movie Usual Suspects, The (1995)\n", "Predicting rating 6.921287820279204 for movie Rear Window (1954)\n", "Predicting rating 6.892856378196793 for movie One Flew Over the Cuckoo's Nest (1975)\n", "Predicting rating 6.877943229401146 for movie Casablanca (1942)\n", "Predicting rating 6.861609563605969 for movie Godfather, The (1972)\n", "Predicting rating 6.852870886434129 for movie 12 Angry Men (1957)\n", "Predicting rating 6.769456771427901 for movie Boot, Das (1981)\n" ] } ], "source": [ "sort_idxs = np.argsort(my_predictions)[::-1]\n", "print('Top recommendations for you:')\n", "for i in range(10):\n", " j = sort_idxs[i]\n", " print('Predicting rating {0} for movie {1}'.format(my_predictions[j], movie_list[j]))" ] }, { "cell_type": "code", "execution_count": null, "id": "a12ff423", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }