{ "cells": [ { "cell_type": "markdown", "id": "2c6771af-853d-4c74-bcdd-ce5eaf58575c", "metadata": {}, "source": [ "# Lojistik Regresyon\n", "\n", "Lojistik regresyon, en uygun ağırlıklar ile sabit terimi (bias) öğrenerek iki sınıfa ait olasılıkları döndüren bir ikili sınıflandırma modelidir.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "cb55cea9-c75d-46d1-a8c1-e706448f5129", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:52.363858Z", "iopub.status.busy": "2026-04-15T23:08:52.363619Z", "iopub.status.idle": "2026-04-15T23:08:54.193512Z", "shell.execute_reply": "2026-04-15T23:08:54.192947Z" } }, "outputs": [], "source": [ "# import numpy as np\n", "import autograd.numpy as np\n", "from autograd import grad\n", "from autograd import elementwise_grad as egrad\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "import sklearn.datasets as skdatasets\n", "\n", "from celluloid import Camera\n", "import scienceplots\n", "from IPython.display import Image\n", "\n", "np.random.seed(0)\n", "plt.style.use([\"science\", \"no-latex\"])" ] }, { "cell_type": "markdown", "id": "a4255735-0236-47ea-8dae-dfbd7910b146", "metadata": {}, "source": [ "## Eğitim Veri Kümesi\n", "\n", "Meme kanseri veri kümesini içe aktaralım. Lojistik regresyon, tümörün ortalama çevresi ve ortalama yarıçapını kullanarak ikili sınıflandırma yapacak.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "c68599ad-f462-4cb1-8709-63110d60acfa", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.195421Z", "iopub.status.busy": "2026-04-15T23:08:54.195242Z", "iopub.status.idle": "2026-04-15T23:08:54.313484Z", "shell.execute_reply": "2026-04-15T23:08:54.313107Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Meme Kanseri Veri Kümesi')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataset = skdatasets.load_breast_cancer()\n", "\n", "features_used = [-3, -8]\n", "X = dataset.data[:, features_used]\n", "feature_names = dataset.feature_names[features_used]\n", "\n", "# min-max normalize the features along the columns\n", "X_min_vals = X.min(axis=0)\n", "X_max_vals = X.max(axis=0)\n", "X = (X - X_min_vals) / (X_max_vals - X_min_vals)\n", "\n", "Y = dataset.target\n", "target_names = dataset.target_names\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "\n", "ax.scatter(X[:, 0], X[:, 1], c=Y, alpha=0.5)\n", "ax.set_xlabel(feature_names[0])\n", "ax.set_ylabel(feature_names[1])\n", "ax.set_title(\"Meme Kanseri Veri Kümesi\")" ] }, { "cell_type": "markdown", "id": "aa6af682-1183-4f11-a1ac-0caac2d56f75", "metadata": {}, "source": [ "## Aktivasyon Fonksiyonu\n", "\n", "Perceptron'un çıktısının, ağırlık vektörü $\\vec{w}$ ile giriş vektörü $\\vec{x}$ arasındaki skaler çarpıma sabit bir bias terimi $b$ eklenmesiyle elde edildiğini hatırlayalım.\n", "\n", "Perceptron: $y=w^Tx + b$\n", "\n", "Aktivasyon fonksiyonları, bu hesaplamanın ardından uygulanır.\n" ] }, { "cell_type": "markdown", "id": "5c23928f-997a-4ae4-989d-d16109dbc499", "metadata": {}, "source": [ "### Sigmoid Fonksiyonu\n", "\n", "İkili sınıflandırma yapabilmek için çıktı değerini (0, 1) aralığında tutmak ve hangi sınıfa ait olduğuna dair bir olasılık üretmek isteriz. Sigmoid fonksiyonu bunun için oldukça uygundur.\n", "\n", "$\n", "\\sigma(z) = \\frac{1}{1+e^-z}\n", "$\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "ac103a03-c05f-4de6-b8dd-31d3ef6ff95d", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.314493Z", "iopub.status.busy": "2026-04-15T23:08:54.314433Z", "iopub.status.idle": "2026-04-15T23:08:54.316048Z", "shell.execute_reply": "2026-04-15T23:08:54.315737Z" } }, "outputs": [], "source": [ "sigmoid = lambda x: 1 / (1 + np.exp(-x))" ] }, { "cell_type": "code", "execution_count": 4, "id": "7d0d920c-b676-4ec6-95f1-e3ce37c0ae01", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.316838Z", "iopub.status.busy": "2026-04-15T23:08:54.316781Z", "iopub.status.idle": "2026-04-15T23:08:54.383066Z", "shell.execute_reply": "2026-04-15T23:08:54.382771Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot(fx, x_min, x_max, points=100, title=\"\"):\n", "\n", " x = np.linspace(x_min, x_max, points)\n", " y = fx(x)\n", "\n", " fig, axes = plt.subplots()\n", " axes.plot(x, y)\n", " axes.set_xlabel(\"X\")\n", " axes.set_ylabel(\"Y\")\n", " axes.set_title(\"Aktivasyon Fonksiyonu\")\n", "\n", "\n", "x_min = -10\n", "x_max = 10\n", "points = 100\n", "plot(sigmoid, x_min, x_max, points)" ] }, { "cell_type": "markdown", "id": "a222e2ae-1427-4112-b02c-568bf464fa32", "metadata": {}, "source": [ "## Sigmoid Fonksiyonunun Türevi\n", "\n", "Birazdan en uygun ağırlıkları bulmak için gradyan inişini kullanacağız. Bu yüzden önce sigmoid fonksiyonunun türevini hesaplayalım.\n" ] }, { "cell_type": "markdown", "id": "7175d778-723b-43ba-b969-26409d15ef26", "metadata": {}, "source": [ "$\n", "\\begin{align*}\n", "\\sigma^\\prime\n", "&= \\frac{\\partial}{\\partial z} \\sigma(z) \\\\\n", "&= \\frac{\\partial}{\\partial z} (\\frac{1}{1+e^{-z}}) \\\\\n", "&= \\frac{\\partial}{\\partial z} (1+e^{-z})^{-1}) \\\\\n", "&= (-1)(1+e^{-z})^{-2}\\frac{\\partial}{\\partial z}(1+e^{-z}) \\\\\n", "&= (-1)(1+e^{-z})^{-2}(e^{-z})\\frac{\\partial}{\\partial z}(-z) \\\\\n", "&= (-1)(1+e^{-z})^{-2}(e^{-z})(-1) \\\\\n", "&= \\frac{e^{-z}}{(1+e^{-z})^{2}}\n", "\\end{align*}\n", "$" ] }, { "cell_type": "code", "execution_count": 5, "id": "199818c4-a537-49fd-9cb4-2339e6715525", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.384186Z", "iopub.status.busy": "2026-04-15T23:08:54.384116Z", "iopub.status.idle": "2026-04-15T23:08:54.478767Z", "shell.execute_reply": "2026-04-15T23:08:54.478422Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sigmoid_prime = lambda x: np.exp(-x) / np.power((1 + np.exp(-x)), 2)\n", "plot(sigmoid_prime, x_min, x_max, points)" ] }, { "cell_type": "markdown", "id": "406ba1c8-a58f-4a0f-b326-1c958e0d8838", "metadata": {}, "source": [ "## Autograd\n", "\n", "İsterseniz bir NumPy fonksiyonunun türevini almak için autograd da kullanabilirsiniz. PyTorch ve JAX de benzer otomatik türev alma mekanizmaları sunar.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "ec24e704-6a40-49c2-820c-212fb175236b", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.479833Z", "iopub.status.busy": "2026-04-15T23:08:54.479769Z", "iopub.status.idle": "2026-04-15T23:08:54.548364Z", "shell.execute_reply": "2026-04-15T23:08:54.548027Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# grad() differentiates scalar inputs\n", "sigmoid_prime_grad = grad(sigmoid)\n", "# egrad() differentiates vectorized inputs\n", "sigmoid_prime_egrad = egrad(sigmoid)\n", "\n", "x = np.linspace(x_min, x_max, points)\n", "assert sigmoid_prime_grad(x[0]) == sigmoid_prime(x[0])\n", "assert np.allclose(sigmoid_prime_egrad(x), sigmoid_prime(x))\n", "\n", "plot(sigmoid_prime_egrad, x_min, x_max, points)" ] }, { "cell_type": "markdown", "id": "ce3008c9-e70c-478c-9ad0-4c9bbd2d22f6", "metadata": {}, "source": [ "## Kayıp Fonksiyonu\n", "\n", "Lojistik regresyonda ikili çapraz entropi kaybı kullanılır. Bu kayıp fonksiyonu, maksimum olabilirlik tahmininden türetilir.\n", "\n", "İkili sınıflandırma modelinde, ilk sınıfa ait olma olasılığı; ağırlık vektörü $\\vec{w}$ ile giriş vektörü $\\vec{x}$ arasındaki skaler çarpıma bias terimi $b$ eklendikten sonra sigmoid uygulanarak elde edilir. Diğer sınıfa ait olma olasılığı ise bunun 1'den çıkarılmasıdır.\n", "\n", "$\n", "P(Y=1 \\mid \\vec{x}; \\vec{w}, b) = \\sigma{(\\vec{w} \\cdot \\vec{x} + b)}\n", "$\n", "\n", "$\n", "P(Y=0 \\mid \\vec{x}; \\vec{w}, b) = 1 - P(Y=1 \\mid \\vec{x}; \\vec{w}, b)\n", "$\n" ] }, { "cell_type": "markdown", "id": "18d034a2-033f-44a0-aa6e-22f476cc70a9", "metadata": {}, "source": [ "### Maksimum Olabilirlik Tahmini\n", "\n", "Maksimum olabilirlik tahmini, eğitim verisini gözleme olasılığını en büyük yapan ağırlık ve bias değerlerini bulur.\n", "\n", "$\\vec{w}$ ve $b$ cinsinden doğru ikili tahmin olasılığı aşağıdaki gibi yazılır. Bu ifade Bernoulli dağılımı olarak da düşünülebilir.\n", "\n", "$\n", "P(Y \\mid \\vec{x}; \\vec{w}, b) = [\\sigma{(\\vec{w} \\cdot \\vec{x} + b)}]^{y} [1 - \\sigma{(\\vec{w} \\cdot \\vec{x} + b)}]^{1-y}\n", "$\n", "\n", "Eğitim verisinde $n$ adet $\\vec{x_i}$ özelliği ve bunlara karşılık gelen $y_i$ etiketleri varsa, toplam olasılık tüm örneklerin olasılıklarının çarpımı olarak yazılır. Bunu, mevcut ağırlık ve bias değerleri altında eğitim verisinin olabilirliği olarak düşünebilirsiniz.\n", "\n", "$\n", "P(Y \\mid \\vec{x_i}; \\vec{w}, b) = \\prod_{i=1}^{n} [\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{y_i} [1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{1-y_i}\n", "$\n", "\n", "Amacımızın, toplam olabilirliği en büyük yapan en uygun $\\vec{w}$ ve $b$ parametrelerini bulmak olduğunu unutmayın.\n", "\n", "$\n", "P(Y \\mid \\vec{x_i}; \\vec{w}, b) = \\max_{\\vec{w}, b} \\prod_{i=1}^{n} [\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{y_i} [1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{1-y_i}\n", "$\n" ] }, { "cell_type": "markdown", "id": "64b8544d-2b67-4344-9633-df44eceef37f", "metadata": {}, "source": [ "Lojistik regresyon modeli için en uygun ağırlık ve bias değerlerini bulmak amacıyla, optimizasyon problemlerini çözmekte kullanılan gradyan inişine başvururuz. Bunun için olabilirlik ifadesinin $\\vec{w}$ ve $b$'ye göre kısmi türevlerini almamız gerekir.\n", "\n", "Ancak mevcut haliyle toplam olasılık çok sayıda çarpımdan oluşur. Çarpım kuralı nedeniyle türevler de oldukça karmaşık hale gelir. Bunu sadeleştirmek için olabilirliğin logaritmasını alırız; böylece çarpımlar toplamlara dönüşür.\n", "\n", "$\n", "\\begin{align*}\n", "\\ln(P(Y \\mid \\vec{x_i}; \\vec{w}, b)) &= \\max_{\\vec{w}, b} \\ln(\\prod_{i=1}^{n} [\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{y_i} [1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{1-y_i}) \\\\\n", "&= \\max_{\\vec{w}, b} \\sum_{i=1}^{n}[ \\ln([\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{y_i} [1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{1-y_i})] \\\\\n", "&= \\max_{\\vec{w}, b} \\sum_{i=1}^{n}[ \\ln([\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{y_i}) + \\ln([1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}]^{1-y_i})] \\\\\n", "&= \\max_{\\vec{w}, b} \\sum_{i=1}^{n}[ y_i \\ln(\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}) + (1-y_i) \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)})] \\\\\n", "\\end{align*}\n", "$\n", "\n", "O halde, olabilirliğin negatif logaritmasını (yani yukarıdaki ifadeyi -1 ile çarparak) ikili çapraz entropi kaybı olarak tanımlarız. Ayrıca bunu örnek sayısına bölerek $n$ örneğin ortalama kaybını elde ederiz.\n", "\n", "$\n", "\\begin{align*}\n", "L(\\vec{w}, b) = -\\frac{1}{n} \\sum_{i=1}^{n}[ y_i \\ln(\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}) + (1-y_i) \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)})] \n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "markdown", "id": "fdfb3967-7c3c-45a4-85e8-a7fd653dda1d", "metadata": {}, "source": [ "### İkili Çapraz Entropi Kayıp Fonksiyonu\n", "\n", "$\\hat y = \\sigma{(\\vec{w} \\cdot \\vec{x} + b)} = \\frac{1}{1+e^-(\\vec{w} \\cdot \\vec{x} + b)}$ olduğunu hatırlayalım.\n", "\n", "Kayıp hesabını sadeleştirmek için ifadeyi $\\hat y$ cinsinden yeniden yazalım:\n", "\n", "$\n", "\\begin{align*}\n", "L(\\hat y) &= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i \\ln(\\hat y_i) + (1-y_i) \\ln(1 - \\hat y_i)]\n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "00874c72-d34f-4a37-87cd-a71d130a42f7", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.549263Z", "iopub.status.busy": "2026-04-15T23:08:54.549201Z", "iopub.status.idle": "2026-04-15T23:08:54.550747Z", "shell.execute_reply": "2026-04-15T23:08:54.550460Z" } }, "outputs": [], "source": [ "def bce(y_true, y_pred):\n", " return -np.sum(y_true * np.log(y_pred) + (1 - y_true) * np.log(1 - y_pred))" ] }, { "cell_type": "markdown", "id": "52e8c4dc-4305-4860-9dd2-a5e547ca206b", "metadata": {}, "source": [ "## Kayıp Fonksiyonu: $W$ ve $B$ Cinsinden\n", "\n", "Kayıp fonksiyonunun $\\vec{w}$ ve $b$'ye göre kısmi türevini almadan önce, hesabı kolaylaştırmak için ifadeyi biraz sadeleştirelim.\n", "\n", "$\\hat y = \\sigma{(\\vec{w} \\cdot \\vec{x} + b)} = \\frac{1}{1+e^-(\\vec{w} \\cdot \\vec{x} + b)}$\n", "\n", "$\n", "\\begin{align*}\n", "L(\\vec{w}, b) &= -\\frac{1}{n} \\sum_{i=1}^{n}[ y_i \\ln(\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}) + (1-y_i) \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)})] \\\\ \n", "&= -\\frac{1}{n} \\sum_{i=1}^{n}[ y_i \\ln(\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}) - y_i \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}) + \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)})] \\\\ \n", "&= -\\frac{1}{n} \\sum_{i=1}^{n}[ y_i \\ln(\\frac{\\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}}{1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)}}) + \\ln(1 - \\sigma{(\\vec{w} \\cdot \\vec{x_i} + b)})] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n}[ y_i \\ln(\\frac{\\frac{1}{1+e^{-(\\vec{w} \\cdot \\vec{x} + b)}}}{1 - \\frac{1}{1+e^{-(\\vec{w} \\cdot \\vec{x} + b)}}}) + \\ln(1 - \\frac{1}{1+e^{-(\\vec{w} \\cdot \\vec{x} + b)}})] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i \\ln(e^{\\vec{w} \\cdot \\vec{x_i} + b}) + \\ln(\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}})] \\\\ \n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i (\\vec{w} \\cdot \\vec{x_i} + b) - \\ln(1+e^{\\vec{w} \\cdot \\vec{x_i} + b})] \\\\ \n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "markdown", "id": "b95245b3-32e9-4019-83c9-ccf1dfd3667a", "metadata": {}, "source": [ "## Kayıp Fonksiyonunun Gradyanı\n" ] }, { "cell_type": "markdown", "id": "a67efaeb-b4ce-4823-a80d-2f63619882e5", "metadata": {}, "source": [ "Kayıp fonksiyonunun $W$'ye göre türevi:\n", "\n", "$\n", "\\begin{align*}\n", "\\nabla_{W} [L(\\vec{w}, b)] &= \\nabla_{W} [-\\frac{1}{n} \\sum_{i=1}^{n} [y_i (\\vec{w} \\cdot \\vec{x_i} + b) - \\ln(1+e^{\\vec{w} \\cdot \\vec{x_i} + b})]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i \\nabla_{W} [\\vec{w} \\cdot \\vec{x_i} + b] - \\nabla_{W}[\\ln(1+e^{\\vec{w} \\cdot \\vec{x_i} + b})]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) \\nabla_{W}[1+e^{\\vec{w} \\cdot \\vec{x_i} + b}]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) (e^{\\vec{w} \\cdot \\vec{x_i} + b})\\nabla_{W}[\\vec{w} \\cdot \\vec{x_i} + b]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) (e^{\\vec{w} \\cdot \\vec{x_i} + b})(x_i)] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - x_i(\\frac{e^{\\vec{w} \\cdot \\vec{x_i} + b}}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}})] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - x_i(\\frac{1}{1+e^{-(\\vec{w} \\cdot \\vec{x_i} + b)}})] \\\\ \n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i x_i - x_i\\hat y_i] \\\\ \n", "&= \\frac{1}{n} \\sum_{i=1}^{n} [\\hat y_i x_i - y_i x_i ] \\\\ \n", "&= \\frac{1}{n} \\sum_{i=1}^{n} [x_i (\\hat y_i - y_i)] \\\\\n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "7ec8b537-9cb3-421b-8566-15ec1fb76b7b", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.551546Z", "iopub.status.busy": "2026-04-15T23:08:54.551490Z", "iopub.status.idle": "2026-04-15T23:08:54.552957Z", "shell.execute_reply": "2026-04-15T23:08:54.552638Z" } }, "outputs": [], "source": [ "def bce_dw(x, y_true, y_pred):\n", " return np.mean(x * (y_pred - y_true))" ] }, { "cell_type": "markdown", "id": "3633f9a8-aa00-4056-af66-28aed2345ec5", "metadata": {}, "source": [ "Kayıp fonksiyonunun $b$'ye göre türevi:\n", "\n", "$\n", "\\begin{align*}\n", "\\frac{\\partial}{\\partial b} [L(\\vec{w}, b)] &= \\frac{\\partial}{\\partial b} [-\\frac{1}{n} \\sum_{i=1}^{n} [y_i (\\vec{w} \\cdot \\vec{x_i} + b) - \\ln(1+e^{\\vec{w} \\cdot \\vec{x_i} + b})]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i \\frac{\\partial}{\\partial b} [\\vec{w} \\cdot \\vec{x_i} + b] - \\frac{\\partial}{\\partial b}[\\ln(1+e^{\\vec{w} \\cdot \\vec{x_i} + b})]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i (1) - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) \\frac{\\partial}{\\partial b}[1+e^{\\vec{w} \\cdot \\vec{x_i} + b}] ] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) (e^{\\vec{w} \\cdot \\vec{x_i} + b}) \\frac{\\partial}{\\partial b}[\\vec{w} \\cdot \\vec{x_i} + b]] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i - (\\frac{1}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}}) (e^{\\vec{w} \\cdot \\vec{x_i} + b}) (1)] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i - (\\frac{e^{\\vec{w} \\cdot \\vec{x_i} + b}}{1+e^{\\vec{w} \\cdot \\vec{x_i} + b}})] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i - (\\frac{1}{1+e^-({\\vec{w} \\cdot \\vec{x_i} + b})})] \\\\\n", "&= -\\frac{1}{n} \\sum_{i=1}^{n} [y_i - \\hat y_i] \\\\\n", "&= \\frac{1}{n} \\sum_{i=1}^{n} (\\hat y_i - y_i) \\\\\n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "6bd9c1d3-3460-419c-9491-9ff3bfdbde55", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.553746Z", "iopub.status.busy": "2026-04-15T23:08:54.553679Z", "iopub.status.idle": "2026-04-15T23:08:54.555004Z", "shell.execute_reply": "2026-04-15T23:08:54.554730Z" } }, "outputs": [], "source": [ "def bce_db(y_true, y_pred):\n", " return np.mean(y_pred - y_true)" ] }, { "cell_type": "markdown", "id": "31691bee-71de-438a-9b7d-6a4d26cd8579", "metadata": {}, "source": [ "## Gradyan İnişi\n", "\n", "İkili çapraz entropi kaybının $\\vec{w}$ ve $b$ açısından türevlerini bulduğumuza göre, gradyan inişi denklemleri şöyle yazılır:\n" ] }, { "cell_type": "markdown", "id": "126f1a09-6719-4aa0-87d9-4b77dabb71f9", "metadata": {}, "source": [ "Ağırlıklar $\\vec{w}$ için gradyan inişi:\n", "\n", "$\n", "\\begin{align*}\n", "\\vec{w} &= \\vec{w} - \\eta \\nabla_{W} [L(\\vec{w}, b)] \\\\\n", "&= \\vec{w} - \\eta [\\frac{1}{n} \\sum_{i=1}^{n} [x_i (\\hat y_i - y_i)]]\n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "markdown", "id": "a9013d54-0920-492d-9e14-2822558fe9ed", "metadata": {}, "source": [ "Bias terimi $b$ için gradyan inişi:\n", "\n", "$\n", "\\begin{align*}\n", "b &= b - \\eta \\frac{\\partial}{\\partial b} [L(\\vec{w}, b)] \\\\\n", "&= b - \\eta [\\frac{1}{n} \\sum_{i=1}^{n} (\\hat y_i - y_i)]\n", "\\end{align*}\n", "$\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "03db31df-57e9-4292-a507-04820174c6be", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.555917Z", "iopub.status.busy": "2026-04-15T23:08:54.555855Z", "iopub.status.idle": "2026-04-15T23:08:54.557443Z", "shell.execute_reply": "2026-04-15T23:08:54.557131Z" } }, "outputs": [], "source": [ "def gradient_descent(weights, x, bias, y_true, y_pred, learning_rate):\n", " weights = weights - learning_rate * bce_dw(x, y_true, y_pred)\n", " bias = bias - learning_rate * bce_db(y_true, y_pred)\n", "\n", " return weights, bias" ] }, { "cell_type": "markdown", "id": "9d7a84ed-58fc-4caa-90ce-463e98d4b757", "metadata": {}, "source": [ "## Grafik Fonksiyonları\n", "\n", "Görselleştirmeleri üretmek için yardımcı fonksiyonlar.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "19431cd0-fe79-4c08-af1f-bce2ed55a8da", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.558325Z", "iopub.status.busy": "2026-04-15T23:08:54.558270Z", "iopub.status.idle": "2026-04-15T23:08:54.561010Z", "shell.execute_reply": "2026-04-15T23:08:54.560727Z" } }, "outputs": [], "source": [ "def create_plots():\n", " fig, ax = plt.subplots(1, 3, figsize=(16 / 9.0 * 4, 4 * 1))\n", " fig.suptitle(\"Lojistik Regresyon\")\n", "\n", " ax[0].set_xlabel(\"Epok\", fontweight=\"normal\")\n", " ax[0].set_ylabel(\"Hata\", fontweight=\"normal\")\n", " ax[0].set_title(\"İkili Çapraz Entropi Hatası\")\n", "\n", " ax[1].axis(\"off\")\n", " ax[2].axis(\"off\")\n", "\n", " ax[2] = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", " ax[2].set_xlabel(\"X\")\n", " ax[2].set_ylabel(\"Y\")\n", " ax[2].set_zlabel(\"Z\")\n", " ax[2].set_title(\"Tahmin Olasılıkları\")\n", " ax[2].view_init(20, -35)\n", "\n", " camera = Camera(fig)\n", " return ax[0], ax[2], camera\n", "\n", "\n", "def plot_graphs(\n", " ax0,\n", " ax1,\n", " idx,\n", " visible_mse,\n", " mse_idx,\n", " errors,\n", " features,\n", " labels,\n", " predictions,\n", " points_x,\n", " points_y,\n", " surface_predictions,\n", "):\n", " ax0.plot(\n", " mse_idx[visible_mse][: idx + 1],\n", " errors[visible_mse][: idx + 1],\n", " color=\"red\",\n", " alpha=0.5,\n", " )\n", "\n", " # Plot Logistic Regression Tahminler\n", " # Ground truth and training data\n", " ground_truth_legend = ax1.scatter(\n", " features[:, 0],\n", " features[:, 1],\n", " labels,\n", " color=\"red\",\n", " alpha=0.5,\n", " label=\"Gerçek Etiket\",\n", " )\n", " # Logistic Regression Tahminler\n", " predictions_legend = ax1.scatter(\n", " features[:, 0],\n", " features[:, 1],\n", " predictions,\n", " color=\"blue\",\n", " alpha=0.2,\n", " label=\"Tahmin\",\n", " )\n", " ax1.plot_surface(\n", " points_x,\n", " points_y,\n", " surface_predictions.reshape(dims, dims),\n", " color=\"blue\",\n", " alpha=0.2,\n", " )\n", " ax1.legend(\n", " (ground_truth_legend, predictions_legend),\n", " (\"Gerçek Etiket\", \"Tahminler\"),\n", " loc=\"upper left\",\n", " )" ] }, { "cell_type": "markdown", "id": "cc1b3c00-a64e-4d6e-9b74-113c95a4baf7", "metadata": {}, "source": [ "## Modeli Eğitmek\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "9083d389-47ca-47b3-8b16-c7f0e1590bbd", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.561763Z", "iopub.status.busy": "2026-04-15T23:08:54.561714Z", "iopub.status.idle": "2026-04-15T23:08:54.564397Z", "shell.execute_reply": "2026-04-15T23:08:54.564106Z" } }, "outputs": [], "source": [ "def fit(\n", " w0, b0, features, labels, dims, epochs, learning_rate, optimizer, output_filename\n", "):\n", " mse_idx = np.arange(1, epochs + 1)\n", " errors = np.full(epochs, -1)\n", " ax0, ax1, camera = create_plots()\n", "\n", " points = np.linspace(0, 1, dims)\n", " points_x, points_y = np.meshgrid(points, points)\n", " surface_points = np.column_stack((points_x.flatten(), points_y.flatten()))\n", "\n", " weights = w0\n", " bias = b0\n", "\n", " for idx in range(epochs):\n", " error = 0\n", " predictions = np.array([])\n", " surface_predictions = np.array([])\n", "\n", " # fit the model on the training data\n", " for x, y in zip(features, labels):\n", " output = sigmoid(np.dot(weights, x) + bias)\n", "\n", " predictions = np.append(predictions, output)\n", "\n", " # Store Hata\n", " error += bce(y, output)\n", "\n", " # Gradyan İnişi\n", " weights, bias = optimizer(weights, x, bias, y, output, learning_rate)\n", "\n", " # error /= len(features)\n", "\n", " # Visualization\n", " if (\n", " idx < 5\n", " or (idx < 15 and idx % 5 == 0)\n", " or (idx <= 50 and idx % 25 == 0)\n", " or (idx <= 1000 and idx % 200 == 0)\n", " or idx % 500 == 0\n", " ):\n", " for surface_point in surface_points:\n", " output = sigmoid(np.dot(weights, surface_point) + bias)\n", " surface_predictions = np.append(surface_predictions, output)\n", "\n", " print(f\"epok: {idx:>4}, BCE: {round(error, 2)}\")\n", "\n", " # Plot BCE\n", " errors[idx] = error\n", " visible_mse = errors != -1\n", "\n", " plot_graphs(\n", " ax0,\n", " ax1,\n", " idx,\n", " visible_mse,\n", " mse_idx,\n", " errors,\n", " features,\n", " labels,\n", " predictions,\n", " points_x,\n", " points_y,\n", " surface_predictions,\n", " )\n", "\n", " camera.snap()\n", "\n", " animation = camera.animate()\n", " animation.save(output_filename, writer=\"pillow\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "9933e8e8-1e39-47bc-a6c1-6d6ef9995f87", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:08:54.565217Z", "iopub.status.busy": "2026-04-15T23:08:54.565158Z", "iopub.status.idle": "2026-04-15T23:09:29.844982Z", "shell.execute_reply": "2026-04-15T23:09:29.844683Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epok: 0, BCE: 444.23\n", "epok: 1, BCE: 438.52\n", "epok: 2, BCE: 433.32\n", "epok: 3, BCE: 428.58\n", "epok: 4, BCE: 424.25\n", "epok: 5, BCE: 420.28\n", "epok: 10, BCE: 404.5\n", "epok: 25, BCE: 375.53\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 50, BCE: 341.83\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 200, BCE: 231.95\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 400, BCE: 176.56\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 500, BCE: 161.66\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 600, BCE: 150.72\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 800, BCE: 135.71\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 1000, BCE: 125.86\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 1500, BCE: 111.57\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 2000, BCE: 103.85\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 2500, BCE: 99.03\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 3000, BCE: 95.75\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 3500, BCE: 93.39\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 4000, BCE: 91.61\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 4500, BCE: 90.24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "epok: 5000, BCE: 89.16\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epochs = 5001\n", "learning_rate = 0.0005\n", "dims = 10\n", "\n", "w0 = np.random.rand(X[0].shape[0])\n", "b0 = np.random.rand()\n", "\n", "output_filename = \"logistic_regression.gif\"\n", "fit(w0, b0, X, Y, dims, epochs, learning_rate, gradient_descent, output_filename)" ] }, { "cell_type": "code", "execution_count": 14, "id": "04b8ca35-d266-41f4-8286-86c997caaaab", "metadata": { "execution": { "iopub.execute_input": "2026-04-15T23:09:29.846131Z", "iopub.status.busy": "2026-04-15T23:09:29.846056Z", "iopub.status.idle": "2026-04-15T23:09:29.849717Z", "shell.execute_reply": "2026-04-15T23:09:29.849425Z" } }, "outputs": [ { "data": { "image/gif": "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", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=output_filename)" ] } ], "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": 5 }