{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Temel Bileşen Analizi\n", "\n", "Makine öğrenmesi modelleri eğitilirken verilmesi gereken önemli kararlardan biri, hangi özelliklerin kullanılacağıdır. Temel Bileşen Analizi, varyansın büyük kısmını hangi özelliklerin açıkladığını görmenizi sağlar; böylece veri kümesini daha az sayıda ama birbiriyle ilişkili değişkene indirgemek mümkün olur.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.046351Z", "iopub.status.busy": "2026-04-15T23:08:45.045986Z", "iopub.status.idle": "2026-04-15T23:08:45.316940Z", "shell.execute_reply": "2026-04-15T23:08:45.316489Z" } }, "outputs": [], "source": [ "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import scienceplots\n", "from celluloid import Camera\n", "\n", "from IPython.display import Image\n", "\n", "np.random.seed(0)\n", "plt.style.use([\"science\", \"no-latex\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hedef Veri Kümesi\n", "\n", "Başlangıç ve bitiş noktaları arasında değerler üretip her noktaya rastgele gürültü ekleyerek gürültülü bir nokta kümesi oluşturalım.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.318115Z", "iopub.status.busy": "2026-04-15T23:08:45.318008Z", "iopub.status.idle": "2026-04-15T23:08:45.401384Z", "shell.execute_reply": "2026-04-15T23:08:45.401010Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def generate_noisy_hyperplane(num_points, start_pt, end_pt, noise=0.25):\n", " # create a plane from the start to the end point\n", " t = np.linspace(0.0 + noise, 1.0 - noise, num_points).reshape(-1, 1)\n", " points = start_pt + t * (end_pt - start_pt)\n", "\n", " # add noise to plane\n", " noise = np.random.normal(0, noise, size=(num_points, 3))\n", " points = points + noise\n", "\n", " return points\n", "\n", "\n", "start_pt = np.array([-1, -1, -1])\n", "end_pt = np.array([1, 1, 1])\n", "X = generate_noisy_hyperplane(200, start_pt, end_pt)\n", "\n", "# plot the points\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], alpha=0.2, color=\"blue\", label=\"Orijinal Veri\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Özvektörler ve Özdeğerler\n", "\n", "Bir matrisi özvektörüyle çarptığınızda, elde ettiğiniz sonuç özvektörün bir skaler katı olur. Bu skaler katsayı, ilgili özvektörün özdeğeridir. Bir matrisin özvektör ve özdeğerlerini bulma sürecine özdeğer ayrışımı denir.\n", "\n", "$$A \\vec{v} = \\lambda \\vec{v}$$\n", "\n", "Burada $\\lambda$ özdeğeri, $\\vec{v}$ ise buna karşılık gelen özvektörü ifade eder. Özdeğer ayrışımı genellikle $det(A - \\lambda I) = 0$ determinantını çözmeyi içerir; burada $I$ birim matristir.\n", "\n", "Bir matrisin özdeğer ve özvektörlerini hızlıca bulmak için NumPy kullanılabilir.\n", "\n", "```py\n", "import numpy as np\n", "mat = np.array([[4, -2],\n", " [1, 1]])\n", "eig_vals, eig_vecs = np.linalg.eig(mat)\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lagrange Çarpanları (Kısıtlı Optimizasyon)\n", "\n", "Çok değişkenli analizden hatırlayacağınız gibi, Lagrange çarpanları, $g(x, y, z, ...)=0$ kısıtı altında tanımlanan $f(x, y, z, ...)$ fonksiyonunun ekstremumlarını bulmayı sağlar.\n", "\n", "Lagrange çarpanları yöntemine göre bu kısıtlı optimizasyon probleminin çözümü, aşağıdaki denklem sisteminin çözümüdür:\n", "\n", "$$\\nabla L = 0$$\n", "\n", "burada\n", "\n", "$$L(x, y, z, ... \\lambda) = f(x, y, z, ... \\lambda) - \\lambda g(x, y, z, ... \\lambda)$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA'nın Türetilmesi (Kovaryans Matrisinin Özdeğer Ayrışımı)\n", "\n", "Amacımızın, varyansın en büyük kısmını açıklayan $v$ vektörlerini bulmak olduğunu hatırlayalım.\n", "\n", "Girdi vektörü $x_i$ ve vektör $v$ verildiğinde, her girdi noktasını her boyutta $v$ üzerine izdüşürmek isteriz.\n", "\n", "$$z_i = x_i^Tv$$\n", "\n", "Varyans ise şu şekilde yazılır:\n", "\n", "$$(x_i^Tv)^2 = z_i^2$$\n", "\n", "$n$ boyutun tüm izdüşümleri üzerindeki varyansı en büyük yapmak için:\n", "\n", "$\n", "\\begin{align*}\n", "\\max \\sum_{i=1}^{n} (x_i^Tv)^2 &= \\max \\sum_{i=1}^{n} z_i^2 \\\\ \n", "&= \\max z^Tz \\\\ \n", "&= \\arg\\max (xv)^Txv \\\\ \n", "\\end{align*}\n", "$\n", "\n", "PCA'da önemli olan şey temel bileşenlerin oranları olduğundan, şu kısıtı ekleyelim:\n", "$$v^Tv = 1$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kısıtlı optimizasyon problemini Lagrange çarpanlarıyla çözerken Lagrange fonksiyonunu şöyle tanımlarız:\n", "\n", "$$ L = \\arg\\max v^Tx^Txv - \\lambda (v^Tv - 1)$$\n", "\n", "Şimdi $\\nabla L = 0$ koşulunu çözerek Lagrange fonksiyonunu inceleyelim:\n", "\n", "$\n", "\\begin{align*}\n", "0 &= \\frac{\\partial L}{\\partial v} \\\\ \n", "&= \\frac{\\partial}{\\partial v}[v^Tx^Txv - \\lambda (v^Tv - 1)] \\\\ \n", "&= 2x^Txv - 2\\lambda v \\\\\n", "&= x^Txv - \\lambda v \\\\\n", "&= (x^Tx)v - \\lambda v \\\\\n", "(x^Tx)v &= \\lambda v \\\\\n", "\\end{align*}\n", "$\n", "\n", "$x^Tx$'in bir matrisin kovaryansı olduğunu düşünürsek, PCA çözümünün aslında kovaryans matrisinin özdeğer ayrışımı olduğunu görürüz.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA'nın Uygulanması\n", "\n", "Yukarıdaki iki bölümü özetlersek, PCA şu adımlardan oluşur:\n", "1. Girdi verisini, veriden ortalamayı çıkarıp standart sapmaya bölerek standartlaştırmak\n", "2. Standartlaştırılmış girdinin kovaryans matrisini hesaplamak\n", "3. Kovaryans matrisinin özdeğerlerini ve özvektörlerini bulmak\n", "4. İzdüşürülen veriyi elde etmek için standartlaştırılmış girdiyi özvektörlerle çarpmak\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.416681Z", "iopub.status.busy": "2026-04-15T23:08:45.416569Z", "iopub.status.idle": "2026-04-15T23:08:45.419800Z", "shell.execute_reply": "2026-04-15T23:08:45.419378Z" } }, "outputs": [], "source": [ "def pca(X, dims):\n", " # subtract the mean to center the data and divide by standard deviation\n", " X_centered = (X - np.mean(X, axis=0)) / np.std(X, axis=0)\n", "\n", " # compute covariance matrix\n", " cov = np.cov(X_centered.T)\n", "\n", " # eigendecomposition of the covariance matrix\n", " # the eigenvectors are the principal components\n", " # the principal components are the columns of the eig_vecs matrix\n", " eig_vals, eig_vecs = np.linalg.eig(cov)\n", "\n", " # sort the eigenvalues and eigenvectors\n", " sorted_idx = np.argsort(eig_vals)[::-1]\n", " eig_vals = eig_vals[sorted_idx]\n", " eig_vecs = eig_vecs[:, sorted_idx]\n", "\n", " # perform dimensionality reduction using the computed principal components\n", " # if you want to reduce to K dimensions, simplify take the first K columns\n", " projected = X_centered @ eig_vecs\n", "\n", " # compute the variance of each dimension (column)\n", " pc_variances = [np.var(projected[:, i]) for i in range(dims)]\n", "\n", " return eig_vals, eig_vecs, projected, pc_variances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grafik Fonksiyonları\n", "\n", "Görselleştirmeleri üretmek için yardımcı fonksiyonlar.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.420841Z", "iopub.status.busy": "2026-04-15T23:08:45.420765Z", "iopub.status.idle": "2026-04-15T23:08:45.423935Z", "shell.execute_reply": "2026-04-15T23:08:45.423115Z" } }, "outputs": [], "source": [ "def create_plots():\n", " fig = plt.figure(figsize=(16 / 9.0 * 4, 4 * 1))\n", " fig.suptitle(\"Temel Bileşen Analizi\")\n", "\n", " ax0 = fig.add_subplot(121, projection=\"3d\")\n", " ax0.set_xlabel(\"X\")\n", " ax0.set_ylabel(\"Y\")\n", " ax0.set_zlabel(\"Z\")\n", " ax0.set_title(\"TB Hiper Düzlemleri\")\n", " ax0.view_init(17, -125, 2)\n", " ax0.set_xlim(-1, 1)\n", " ax0.set_ylim(-1, 1)\n", " ax0.set_zlim(-1, 1)\n", " ax0.tick_params(axis=\"both\", which=\"both\", length=0)\n", "\n", " ax1 = fig.add_subplot(122, projection=\"3d\")\n", " ax1.set_xlabel(\"X\")\n", " ax1.set_ylabel(\"Y\")\n", " ax1.set_zlabel(\"Z\")\n", " ax1.set_title(\"Projeksiyon Verisi\")\n", " ax1.view_init(17, -125, 2)\n", " # ax1.set_xlim(-1, 1)\n", " # ax1.set_ylim(-1, 1)\n", " # ax1.set_zlim(-1, 1)\n", " ax1.tick_params(axis=\"both\", which=\"both\", length=0)\n", " # plt.axis('equal')\n", "\n", " camera = Camera(fig)\n", " return ax0, ax1, camera\n", "\n", "\n", "def plot_hyperplane(ax, pc_vector, color=\"red\", scaling=10, alpha=0.3):\n", " # Create a grid of points\n", " points = np.linspace(-1, 1, scaling)\n", " xx, yy = np.meshgrid(points, points)\n", "\n", " # the z value is the defined by the hiper düzlem from the principal component vector\n", " pc_vector /= np.linalg.norm(pc_vector)\n", " z = (-pc_vector[0] * xx - pc_vector[1] * yy) / pc_vector[2]\n", "\n", " ax.plot_surface(xx, yy, z, color=color, alpha=alpha)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA'yı Görselleştirmek\n", "\n", "PCA türetimini gördüğümüze göre, şimdi hedef boyut için farklı değerler seçerek izdüşürülen veriyi görselleştirelim.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.425026Z", "iopub.status.busy": "2026-04-15T23:08:45.424942Z", "iopub.status.idle": "2026-04-15T23:08:45.428133Z", "shell.execute_reply": "2026-04-15T23:08:45.427669Z" } }, "outputs": [], "source": [ "def visualize_pca(X, dims, output_filename):\n", " ax0, ax1, camera = create_plots()\n", " colors = [\"red\", \"green\", \"blue\"]\n", "\n", " for dim in range(0, dims + 1):\n", " eig_vals, eig_vecs, projected, pc_variances = pca(X, dims)\n", "\n", " # plot the original data\n", " ax0.scatter(X[:, 0], X[:, 1], X[:, 2], color=\"blue\", label=\"Orijinal Veri\")\n", "\n", " # plot the pca hyperplanes\n", " for i in range(dim):\n", " plot_hyperplane(ax0, eig_vecs[:, i], color=colors[i])\n", "\n", " # plot the projected data from the principal components\n", " curr_projected = projected\n", " for i in range(dim, dims):\n", " if i < dims:\n", " curr_projected[:, i] = 0\n", " if dim != 0:\n", " ax1.scatter(\n", " curr_projected[:, 0],\n", " curr_projected[:, 1],\n", " curr_projected[:, 2],\n", " color=\"blue\",\n", " label=\"Projeksiyon Verisi\",\n", " )\n", "\n", " camera.snap()\n", "\n", " animation = camera.animate(interval=2000)\n", " animation.save(output_filename, writer=\"pillow\")\n", " plt.show()\n", "\n", " eig_vals, eig_vecs, projected, pc_variances = pca(X, dims)\n", "\n", " print(\"her temel bileşen için varyans yüzdesi\")\n", " variance_percentage = eig_vals / np.sum(eig_vals)\n", " for i, percentage in enumerate(variance_percentage):\n", " print(f\"{i+1}th PC: {round(percentage*100, 2)}%\")\n", "\n", " print(\"her temel bileşen için varyans\")\n", " for i, variance in enumerate(pc_variances):\n", " print(f\"{i+1}th PC: {round(variance, 2)}\")\n", "\n", " print(\"\\nhiper düzlemler\")\n", " for i in range(dim):\n", " print(f\"hiper düzlem {i}: {eig_vecs[:, i]}\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.429025Z", "iopub.status.busy": "2026-04-15T23:08:45.428964Z", "iopub.status.idle": "2026-04-15T23:08:45.896961Z", "shell.execute_reply": "2026-04-15T23:08:45.896517Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "her temel bileşen için varyans yüzdesi\n", "1th PC: 69.12%\n", "2th PC: 17.52%\n", "3th PC: 13.36%\n", "her temel bileşen için varyans\n", "1th PC: 2.07\n", "2th PC: 0.53\n", "3th PC: 0.4\n", "\n", "hiper düzlemler\n", "hiper düzlem 0: [-0.58180084 -0.55533668 -0.59422972]\n", "hiper düzlem 1: [ 0.51390531 -0.81729222 0.26064299]\n", "hiper düzlem 2: [-0.63040394 -0.1537355 0.76089176]\n" ] } ], "source": [ "dims = 3\n", "output_filename = \"pca.gif\"\n", "\n", "visualize_pca(X, dims, output_filename)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.897949Z", "iopub.status.busy": "2026-04-15T23:08:45.897880Z", "iopub.status.idle": "2026-04-15T23:08:45.900334Z", "shell.execute_reply": "2026-04-15T23:08:45.900063Z" } }, "outputs": [ { "data": { "image/gif": 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", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=output_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scikit-Learn ile Uygulama\n", "\n", "Doğruluğu kontrol etmek için sonuçlarımızı scikit-learn içindeki PCA modülüyle karşılaştıralım.\n", "\n", "Not: İşaretler birebir aynı olmayabilir. Önemli olan oranların aynı olmasıdır; burada da durum bu. Bizim uygulamamız scikit-learn ile eşleşiyor.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:45.901334Z", "iopub.status.busy": "2026-04-15T23:08:45.901275Z", "iopub.status.idle": "2026-04-15T23:08:51.567566Z", "shell.execute_reply": "2026-04-15T23:08:51.566891Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hiper düzlemler\n", "hiper düzlem 0: [0.58180084 0.55533668 0.59422972]\n", "hiper düzlem 1: [-0.51390531 0.81729222 -0.26064299]\n", "hiper düzlem 2: [-0.63040394 -0.1537355 0.76089176]\n" ] } ], "source": [ "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "scaler = StandardScaler()\n", "X_centered = scaler.fit_transform(X)\n", "\n", "pca = PCA(n_components=dims)\n", "projected = pca.fit_transform(X_centered)\n", "eig_vecs = pca.components_\n", "\n", "print(\"\\nhiper düzlemler\")\n", "for i in range(dims):\n", " print(f\"hiper düzlem {i}: {eig_vecs[i]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Şimdi scikit-learn ile elde edilen izdüşürülmüş veriyi de çizelim. Görünen o ki bizim uygulamamız izdüşürülmüş veride de aynı sonucu veriyor.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:51.569159Z", "iopub.status.busy": "2026-04-15T23:08:51.568959Z", "iopub.status.idle": "2026-04-15T23:08:51.623749Z", "shell.execute_reply": "2026-04-15T23:08:51.623310Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "ax.scatter(projected[:, 0], projected[:, 1], projected[:, 2], alpha=0.2, color=\"blue\", label=\"Projeksiyon Verisi\")\n", "plt.show()" ] } ], "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 4 }