{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "5b91a9eb",
      "metadata": {
        "id": "5b91a9eb"
      },
      "source": [
        "# 第二回：線形回帰と勾配降下法 - 実装ノートブック\n",
        "\n",
        "このノートブックでは、第二回のスライドで説明した線形回帰モデルを勾配降下法を使って学習するプロセスを実装します。"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "qq933lgr0i",
      "source": [
        "## 設定可能なパラメータ\n",
        "\n",
        "このノートブックでは以下のパラメータを簡単に変更して、異なる条件での実験が可能です：\n",
        "\n",
        "**データ生成パラメータ:**\n",
        "- `TRUE_W`: 正解の重み（係数） - デフォルト: 2.0\n",
        "- `TRUE_B`: 正解のバイアス（切片） - デフォルト: 1.0  \n",
        "- `DATA_SIZE`: データ点の数 - デフォルト: 4\n",
        "- `NOISE_LEVEL`: ノイズレベル - デフォルト: 0.0 (ノイズなし)\n",
        "\n",
        "**学習パラメータ:**\n",
        "- `learning_rate`: 学習率 - デフォルト: 0.01\n",
        "- `epochs`: エポック数 - デフォルト: 100\n",
        "\n",
        "これらのパラメータを変更して、勾配降下法の動作を観察してみましょう。"
      ],
      "metadata": {
        "id": "qq933lgr0i"
      }
    },
    {
      "cell_type": "markdown",
      "id": "58dbcf16",
      "metadata": {
        "id": "58dbcf16"
      },
      "source": [
        "## 1. 必要なライブラリのインポート"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install japanize_matplotlib"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "clmKgLOmoqSN",
        "outputId": "6cdd2986-08b4-4ccb-f9ca-903b52942b1b"
      },
      "id": "clmKgLOmoqSN",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: japanize_matplotlib in /usr/local/lib/python3.11/dist-packages (1.1.3)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (from japanize_matplotlib) (3.10.0)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (1.3.2)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (4.58.4)\n",
            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (1.4.8)\n",
            "Requirement already satisfied: numpy>=1.23 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (2.0.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (24.2)\n",
            "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (11.2.1)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (3.2.3)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib->japanize_matplotlib) (2.9.0.post0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.7->matplotlib->japanize_matplotlib) (1.17.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cb316422",
      "metadata": {
        "id": "cb316422"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import japanize_matplotlib"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bd29c8a3",
      "metadata": {
        "id": "bd29c8a3"
      },
      "source": [
        "## 2. 設定とパラメータ"
      ]
    },
    {
      "cell_type": "code",
      "id": "09b4f777",
      "metadata": {
        "id": "09b4f777",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 901
        },
        "outputId": "ea31a716-d955-4932-b869-32a3403861dc"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "設定:\n",
            "正解の重み (TRUE_W) = 2.0\n",
            "正解のバイアス (TRUE_B) = 1.0\n",
            "データサイズ = 50\n",
            "ノイズレベル = 2.0\n",
            "\n",
            "生成されたデータ:\n",
            "X = [ 1.  2.  3.  4.  5.  6.  7.  8.  9. 10. 11. 12. 13. 14. 15. 16. 17. 18.\n",
            " 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. 34. 35. 36.\n",
            " 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50.]\n",
            "y = [ 3.99342831  4.7234714   8.29537708 12.04605971 10.53169325 12.53172609\n",
            " 18.15842563 18.53486946 18.06105123 22.08512009 22.07316461 24.06854049\n",
            " 27.48392454 25.17343951 27.55016433 31.87542494 32.97433776 37.62849467\n",
            " 37.18395185 38.1753926  45.93129754 44.5484474  47.13505641 46.15050363\n",
            " 49.91123455 53.22184518 52.69801285 57.75139604 57.79872262 60.4166125\n",
            " 61.79658678 68.70455637 66.97300555 66.88457814 72.64508982 70.5583127\n",
            " 75.41772719 73.08065975 76.3436279  81.39372247 84.47693316 85.34273656\n",
            " 86.76870344 88.39779261 88.04295602 91.56031158 94.07872246 99.11424445\n",
            " 99.68723658 97.47391969]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 設定可能なパラメータ\n",
        "TRUE_W = 2.0  # 正解の重み（係数）\n",
        "TRUE_B = 1.0  # 正解のバイアス（切片）\n",
        "DATA_SIZE = 50  # データ点の数\n",
        "NOISE_LEVEL = 2.0  # ノイズレベル（0.0 = ノイズなし）\n",
        "\n",
        "# ダミーデータの準備\n",
        "np.random.seed(42)  # 再現性のため\n",
        "X = np.linspace(1, DATA_SIZE, DATA_SIZE)\n",
        "y = TRUE_W * X + TRUE_B + np.random.normal(0, NOISE_LEVEL, DATA_SIZE)\n",
        "\n",
        "print(\"設定:\")\n",
        "print(f\"正解の重み (TRUE_W) = {TRUE_W}\")\n",
        "print(f\"正解のバイアス (TRUE_B) = {TRUE_B}\")\n",
        "print(f\"データサイズ = {DATA_SIZE}\")\n",
        "print(f\"ノイズレベル = {NOISE_LEVEL}\")\n",
        "print()\n",
        "print(\"生成されたデータ:\")\n",
        "print(\"X =\", X)\n",
        "print(\"y =\", y)\n",
        "\n",
        "# データの可視化\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.scatter(X, y, label='生成データ', color='blue', s=100)\n",
        "plt.plot(X, TRUE_W * X + TRUE_B, label=f'正解の直線: y = {TRUE_W}x + {TRUE_B}',\n",
        "         color='green', linestyle='--', linewidth=2, alpha=0.7)\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.title('生成データと正解の直線')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "id": "a7a29bab",
      "metadata": {
        "id": "a7a29bab"
      },
      "source": [
        "## 3. ハイパーパラメータの設定"
      ]
    },
    {
      "cell_type": "code",
      "id": "2c20b26d",
      "metadata": {
        "id": "2c20b26d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "27a119aa-8540-47d7-9742-bf5f27eca02d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "学習用パラメータの初期値:\n",
            "w = 0.0000, b = 0.0000\n",
            "\n",
            "ハイパーパラメータ:\n",
            "学習率 (learning_rate) = 1e-06\n",
            "エポック数 (epochs) = 50\n",
            "\n",
            "正解との比較:\n",
            "正解: w = 2.0, b = 1.0\n",
            "初期値との差: Δw = 2.0000, Δb = 1.0000\n"
          ]
        }
      ],
      "source": [
        "# 学習用パラメータの初期化\n",
        "w = 0.0\n",
        "b = 0.0\n",
        "\n",
        "# ハイパーパラメータの設定\n",
        "learning_rate = 0.000001  # 学習率α\n",
        "epochs = 50         # 繰り返し回数\n",
        "\n",
        "print(f\"学習用パラメータの初期値:\")\n",
        "print(f\"w = {w:.4f}, b = {b:.4f}\")\n",
        "print()\n",
        "print(f\"ハイパーパラメータ:\")\n",
        "print(f\"学習率 (learning_rate) = {learning_rate}\")\n",
        "print(f\"エポック数 (epochs) = {epochs}\")\n",
        "print()\n",
        "print(f\"正解との比較:\")\n",
        "print(f\"正解: w = {TRUE_W}, b = {TRUE_B}\")\n",
        "print(f\"初期値との差: Δw = {TRUE_W - w:.4f}, Δb = {TRUE_B - b:.4f}\")"
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "id": "43060a65",
      "metadata": {
        "id": "43060a65"
      },
      "source": [
        "## 4. 勾配降下法による学習"
      ]
    },
    {
      "cell_type": "code",
      "id": "de164e42",
      "metadata": {
        "id": "de164e42",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "88013931-6685-468a-e488-5509d8c64cda"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0: Loss = 3474.0076, w = 0.0035, b = 0.0001\n",
            "Epoch 20: Loss = 3243.2721, w = 0.0713, b = 0.0021\n",
            "Epoch 40: Loss = 3027.8773, w = 0.1368, b = 0.0041\n",
            "\n",
            "学習後のパラメータ:\n",
            "w = 0.1655\n",
            "b = 0.0049\n",
            "\n",
            "正解のパラメータ:\n",
            "TRUE_W = 2.0\n",
            "TRUE_B = 1.0\n",
            "\n",
            "学習結果の誤差:\n",
            "重みの誤差: |w - TRUE_W| = 1.8345\n",
            "バイアスの誤差: |b - TRUE_B| = 0.9951\n"
          ]
        }
      ],
      "source": [
        "# 後で可視化するための値を保存するリスト\n",
        "loss_history = []\n",
        "w_history = []\n",
        "b_history = []\n",
        "\n",
        "# 学習ループ\n",
        "for i in range(epochs):\n",
        "    # a. 予測: y = wx + b\n",
        "    y_pred = w * X + b\n",
        "\n",
        "    # b. 勾配の計算\n",
        "    # dL/dw = -2/N * sum(X * (y - y_pred))\n",
        "    # dL/db = -2/N * sum(y - y_pred)\n",
        "    grad_w = -2 * np.mean(X * (y - y_pred))\n",
        "    grad_b = -2 * np.mean(y - y_pred)\n",
        "\n",
        "    # c. パラメータの更新\n",
        "    w = w - learning_rate * grad_w\n",
        "    b = b - learning_rate * grad_b\n",
        "\n",
        "    # 後で可視化する用\n",
        "    loss = np.mean((y - y_pred)**2)\n",
        "    loss_history.append(loss)\n",
        "    w_history.append(w)\n",
        "    b_history.append(b)\n",
        "\n",
        "    # 学習経過の表示\n",
        "    if i % 20 == 0:\n",
        "        print(f\"Epoch {i}: Loss = {loss:.4f}, w = {w:.4f}, b = {b:.4f}\")\n",
        "\n",
        "print(f\"\\n学習後のパラメータ:\")\n",
        "print(f\"w = {w:.4f}\")\n",
        "print(f\"b = {b:.4f}\")\n",
        "\n",
        "print(f\"\\n正解のパラメータ:\")\n",
        "print(f\"TRUE_W = {TRUE_W}\")\n",
        "print(f\"TRUE_B = {TRUE_B}\")\n",
        "\n",
        "print(f\"\\n学習結果の誤差:\")\n",
        "print(f\"重みの誤差: |w - TRUE_W| = {abs(w - TRUE_W):.4f}\")\n",
        "print(f\"バイアスの誤差: |b - TRUE_B| = {abs(b - TRUE_B):.4f}\")"
      ],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "id": "6dd26cf4",
      "metadata": {
        "id": "6dd26cf4"
      },
      "source": [
        "## 5. 結果の可視化"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "64197f4b",
      "metadata": {
        "id": "64197f4b"
      },
      "source": [
        "### 5.1. 損失関数の変化"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "47bb7b84",
      "metadata": {
        "id": "47bb7b84",
        "outputId": "db32d084-dc71-4228-cd67-bbb93563ba2f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(range(epochs), loss_history)\n",
        "plt.xlabel('エポック数')\n",
        "plt.ylabel('損失 (MSE)')\n",
        "plt.title('学習中の損失の変化')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "384f6222",
      "metadata": {
        "id": "384f6222"
      },
      "source": [
        "### 5.2. 損失平面の可視化"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b7b98998",
      "metadata": {
        "id": "b7b98998",
        "outputId": "ac2205f1-d0ed-4ce5-91c2-fa7f6da32f40",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 675
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 損失平面の可視化\n",
        "w_range = np.linspace(-1, 5, 50)\n",
        "b_range = np.linspace(-2, 4, 50)\n",
        "W, B = np.meshgrid(w_range, b_range)\n",
        "\n",
        "# 各(w, b)の組み合わせに対する損失を計算\n",
        "L = np.zeros(W.shape)\n",
        "for i in range(W.shape[0]):\n",
        "    for j in range(W.shape[1]):\n",
        "        y_pred_surface = W[i,j] * X + B[i,j]\n",
        "        L[i,j] = np.mean((y - y_pred_surface)**2)\n",
        "\n",
        "# 3D損失平面のプロット\n",
        "fig = plt.figure(figsize=(12, 8))\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "surf = ax.plot_surface(W, B, L, cmap='viridis', alpha=0.8)\n",
        "# 学習過程の軌跡をプロット#\n",
        "ax.plot(w_history, b_history, loss_history, color='red', marker='o', markersize=3, label='学習過程の軌跡')\n",
        "ax.set_xlabel('w (重み)')\n",
        "ax.set_ylabel('b (バイアス)')\n",
        "ax.set_zlabel('損失 (MSE)')\n",
        "ax.set_title('損失平面 (3D)')\n",
        "fig.colorbar(surf)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0125da15",
      "metadata": {
        "id": "0125da15"
      },
      "source": [
        "### 5.3. 学習結果の表示"
      ]
    },
    {
      "cell_type": "code",
      "id": "add28b73",
      "metadata": {
        "id": "add28b73",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 740
        },
        "outputId": "b9467fa3-9dc8-417f-c15b-953810a7d916"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "詳細な比較:\n",
            "正解:     y = 2.0x + 1.0\n",
            "学習結果: y = 2.0837x + 0.7532\n",
            "誤差:     Δw = 0.0837, Δb = 0.2468\n",
            "\n",
            "予測値の比較:\n",
            "x=1.0: 生成値=3.00, 予測値=2.84, 正解値=3.00\n",
            "x=2.0: 生成値=5.00, 予測値=4.92, 正解値=5.00\n",
            "x=3.0: 生成値=7.00, 予測値=7.00, 正解値=7.00\n",
            "x=4.0: 生成値=9.00, 予測値=9.09, 正解値=9.00\n"
          ]
        }
      ],
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plt.scatter(X, y, label='生成データ', color='blue', s=100)\n",
        "plt.plot(X, w * X + b, label=f'学習された直線: y = {w:.2f}x + {b:.2f}', color='red', linewidth=2)\n",
        "plt.plot(X, TRUE_W*X + TRUE_B, label=f'正解の直線: y = {TRUE_W}x + {TRUE_B}', color='green', linestyle='--', linewidth=2)\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.title('線形回帰の結果')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# 学習結果の詳細比較\n",
        "print(\"詳細な比較:\")\n",
        "print(f\"正解:     y = {TRUE_W}x + {TRUE_B}\")\n",
        "print(f\"学習結果: y = {w:.4f}x + {b:.4f}\")\n",
        "print(f\"誤差:     Δw = {abs(w - TRUE_W):.4f}, Δb = {abs(b - TRUE_B):.4f}\")\n",
        "\n",
        "# 最終的な予測値の比較\n",
        "y_pred_final = w * X + b\n",
        "y_true_final = TRUE_W * X + TRUE_B\n",
        "print(f\"\\n予測値の比較:\")\n",
        "for i, (x_val, y_gen, y_pred, y_true) in enumerate(zip(X, y, y_pred_final, y_true_final)):\n",
        "    print(f\"x={x_val:.1f}: 生成値={y_gen:.2f}, 予測値={y_pred:.2f}, 正解値={y_true:.2f}\")"
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "nfUxSNMFrlDy"
      },
      "id": "nfUxSNMFrlDy",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "ml_lecture",
      "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": "3.10.12"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}