{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R"
    },
    "language_info": {
      "name": "R"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "collapsed": true,
        "id": "6oKp4PpP6lqK",
        "outputId": "ab31207b-8a71-46bf-c39e-c85618da99cb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “Synthetic Dataset”"
            ],
            "image/png": 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5aItNG8efOzZ8/Kvg4ZMmTt2rV6rIeI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\n7IiIiIj0BBM7IiIiIj3BxI6IiIhITzCx0zYTE5PiebpcKcHPX7f4+euW9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            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ],
      "source": [
        "set.seed(42)\n",
        "\n",
        "n <- 1000\n",
        "x <- runif(n, 0, 10)\n",
        "y <- 3*x + 5 + rnorm(n, 0, 2)\n",
        "\n",
        "data <- data.frame(x, y)\n",
        "\n",
        "plot(x, y,\n",
        "     main=\"Synthetic Dataset\",\n",
        "     xlab=\"Feature (x)\",\n",
        "     ylab=\"Target (y)\",\n",
        "     pch=19,\n",
        "     col=\"blue\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "w <- runif(1)\n",
        "b <- runif(1)\n",
        "\n",
        "learning_rate <- 0.01\n",
        "epochs <- 500\n",
        "\n",
        "loss_history <- c()"
      ],
      "metadata": {
        "id": "kyjnrSks6n_2"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for (epoch in 1:epochs) {\n",
        "  data <- data[sample(nrow(data)),]\n",
        "  for (i in 1:nrow(data)) {\n",
        "\n",
        "    xi <- data$x[i]\n",
        "    yi <- data$y[i]\n",
        "    y_pred <- w*xi + b\n",
        "    error <- y_pred - yi\n",
        "    dw <- 2 * error * xi\n",
        "    db <- 2 * error\n",
        "\n",
        "    w <- w - learning_rate * dw\n",
        "    b <- b - learning_rate * db\n",
        "  }\n",
        "\n",
        "  predictions <- w*data$x + b\n",
        "  loss <- mean((data$y - predictions)^2)\n",
        "  loss_history <- c(loss_history, loss)\n",
        "}"
      ],
      "metadata": {
        "id": "bLT9hsrd6oE7"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cat(\"Final Weight:\", w, \"\\n\")\n",
        "cat(\"Final Bias:\", b, \"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6FiFXx1rXKxb",
        "outputId": "e28b2c11-f30f-4a40-f95b-7f7ec9914d6b"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final Weight: 3.021846 \n",
            "Final Bias: 4.677768 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot(x, y,\n",
        "     main=\"SGD Linear Regression Fit\",\n",
        "     xlab=\"Feature (x)\",\n",
        "     ylab=\"Target (y)\",\n",
        "     pch=19,\n",
        "     col=\"blue\")\n",
        "\n",
        "abline(a=b, b=w, col=\"yellow\", lwd=3)\n",
        "\n",
        "legend(\"topleft\",\n",
        "       legend=c(\"Data Points\",\"Regression Line\"),\n",
        "       col=c(\"blue\",\"yellow\"),\n",
        "       pch=c(19,NA),\n",
        "       lwd=c(NA,3))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "IFUNIv0-XQ5U",
        "outputId": "cb633f56-3af5-463f-c80e-aee85be51fbf"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “SGD Linear Regression Fit”"
            ],
            "image/png": 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O7du1mzZvKntq5evVq85Pbt29bW1mKV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N0KCBJF0zn6wsrFyJx49x6BDlQ/mvoxU7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\nrkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Hyperparameters in SGD**"
      ],
      "metadata": {
        "id": "s-Y5l8pfXN2L"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if (!requireNamespace(\"ggplot2\", quietly = TRUE)) install.packages(\"ggplot2\")\n",
        "library(ggplot2)\n",
        "\n",
        "set.seed(42)\n",
        "\n",
        "n <- 100\n",
        "x1 <- runif(n, min = -10, max = 10)\n",
        "x2 <- runif(n, min = -10, max = 10)\n",
        "y <- ifelse(x1 + x2 + rnorm(n) > 0, 1, 0)\n",
        "\n",
        "data <- data.frame(x1 = x1, x2 = x2, y = y)\n",
        "\n",
        "ggplot(data, aes(x = x1, y = x2, color = factor(y))) +\n",
        "  geom_point() +\n",
        "  labs(title = \"Synthetic Data for Logistic Regression\",\n",
        "       x = \"x1\",\n",
        "       y = \"x2\",\n",
        "       color = \"Class\") +\n",
        "  theme_minimal()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "2fZLrMC2XKzz",
        "outputId": "5f27d64c-80af-4db1-f7c5-1fdcd441082e"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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dtRwxft3fdZrVMWyrEOxw09u9uNTBYIIKIIdtADu9F4d0H+3QX5WheCuGYzGhbk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\nP3vT3M4HjACHAAAAAElFTkSuQmCC"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Logistic function\n",
        "logistic <- function(z) {\n",
        "  return(1 / (1 + exp(-z)))\n",
        "}"
      ],
      "metadata": {
        "id": "Vf_wEaZa6oHb"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "compute_loss_and_gradient <- function(x1, x2, y, w, b) {\n",
        "  z <- w[1] * x1 + w[2] * x2 + b\n",
        "  predictions <- logistic(z)\n",
        "  error <- predictions - y\n",
        "\n",
        "  grad_w1 <- error * x1\n",
        "  grad_w2 <- error * x2\n",
        "  grad_b  <- error\n",
        "\n",
        "  list(grad_w1 = grad_w1, grad_w2 = grad_w2, grad_b = grad_b)\n",
        "}"
      ],
      "metadata": {
        "id": "LEpZlVrBXaYr"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sgd_logistic <- function(data, learning_rate, epochs) {\n",
        "  w <- c(0, 0)\n",
        "  b <- 0\n",
        "\n",
        "  for (epoch in 1:epochs) {\n",
        "    for (i in 1:nrow(data)) {\n",
        "      index <- sample(1:nrow(data), 1)\n",
        "      x1 <- data$x1[index]\n",
        "      x2 <- data$x2[index]\n",
        "      y  <- data$y[index]\n",
        "\n",
        "      gradients <- compute_loss_and_gradient(x1, x2, y, w, b)\n",
        "\n",
        "      w[1] <- w[1] - learning_rate * gradients$grad_w1\n",
        "      w[2] <- w[2] - learning_rate * gradients$grad_w2\n",
        "      b    <- b - learning_rate * gradients$grad_b\n",
        "    }\n",
        "  }\n",
        "\n",
        "  list(weights = w, bias = b)\n",
        "}"
      ],
      "metadata": {
        "id": "GCk4W-z6Xaa7"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "learning_rate <- 0.01\n",
        "epochs <- 1000\n",
        "model <- sgd_logistic(data, learning_rate, epochs)\n",
        "print(model)"
      ],
      "metadata": {
        "id": "YdAv1p-D6oKU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "06b84a5b-74ec-4a1f-9623-c6b77f3892a0"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "$weights\n",
            "[1] 1.883481 1.809015\n",
            "\n",
            "$bias\n",
            "[1] -0.8124999\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(data, aes(x = x1, y = x2, color = factor(y))) +\n",
        "  geom_point() +\n",
        "  geom_abline(intercept = -model$bias / model$weights[2],\n",
        "              slope = -model$weights[1] / model$weights[2],\n",
        "              color = \"red\", linetype = \"dashed\") +\n",
        "  labs(title = \"Logistic Regression with SGD\",\n",
        "       x = \"x1\",\n",
        "       y = \"x2\",\n",
        "       color = \"Class\") +\n",
        "  theme_minimal()"
      ],
      "metadata": {
        "id": "9PbVmiWl6oNe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "outputId": "1c911144-7d13-4c9f-b565-8fe5934b67c3"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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KyY6Fkx0ayDAEBzwhk7H6BU0rp11K4dvf02LVnCOg0AAAC4Cgo73xASQps3U1AQ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\nbdrQ+fO8c4BHQGMHAI1gsykH9sqb1iv7dpPVyjsNgE/Kz6cTJ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}