{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<p style=\"text-align:center\">\n", " <a href=\"https://nbviewer.jupyter.org/github/twMr7/Python-Machine-Learning/blob/master/14-Building_A_Machine_Learning_Model_from_Scratch.ipynb\">\n", " Open In Jupyter nbviewer\n", " <img style=\"float: center;\" src=\"https://nbviewer.jupyter.org/static/img/nav_logo.svg\" width=\"120\" />\n", " </a>\n", "</p>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[](https://colab.research.google.com/github/twMr7/Python-Machine-Learning/blob/master/14-Building_A_Machine_Learning_Model_from_Scratch.ipynb)\n", "\n", "# 14. Building A Machine Learning Model from Scratch\n", "\n", "本章開始進入機器學習(Machine Learning)的領域,使用公開資料集來介紹如何運用 Python 的工具實現機器學習。 一開始會先只用基本工具來從頭建構一個機器學習的演算法,所以在學習本章節的內容前,需要先熟悉 Python 的基本容器、Numpy `ndarray`、 Pandas `DataFrame` 和 `Series` 的操作、以及 Matplotlib 的繪圖工具。 有了自己動手從頭建構演算法的經驗後,接著會介紹 **Scikit-Learn** 套件所提供的機器學習工具。\n", "\n", "| 工具函式庫套件 | 網址 |\n", "|---------------------|-------------------------------------------------------------------------|\n", "| **`numpy`** | [numpy.org](https://numpy.org/doc/stable/) |\n", "| **`pandas`** | [pandas.pydata.org](https://pandas.pydata.org/docs/reference/index.html)|\n", "| **`matplotlib`** | [matplotlib.org](https://matplotlib.org/stable/contents.html) |\n", "| **`scikit-learn`** | [scikit-learn.org](https://scikit-learn.org/stable/modules/classes.html)|\n", "\n", "\n", "+ [**14.1 機器學習的基本認識**](#ml-basic)\n", "+ [**14.2 二元分類案例 — 乳癌檢測**](#binary-classification)\n", "+ [**14.3 Logistic Regression 學習模型**](#logistic-regression)\n", "+ [**14.4 Gradient Descent 最佳化演算法**](#gradient-descent)\n", "+ [**14.5 從頭實作 Binary Logistic Regression**](#blr-fromscratch)\n", "+ [**14.6 使用 Scikit-Learn 的 LogisticRegression**](#sklearn-lr)\n", "+ [**參考資料**](#references)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"ml-basic\"></a>\n", "\n", "## 14.1 機器學習的基本認識\n", "\n", "一般而言,機器學習關心的是要如何從已知的資料中,建構一個可以用來預測未知資料特性的模型。 執行學習的任務使用電腦系統的演算法來***自動發現數據的規律性***,稱為模式識別(Pattern Recognition)。 所以機器學習演算法的設計,所關心的是如何識別資料中隱含的模式來作推論,而不是明確指示推論的邏輯。\n", "\n", "\n", "\n", "以著名的 [MNIST](http://yann.lecun.com/exdb/mnist/) 手寫辯識資料庫為例。每一個數字是 28x28 個像素的影像,也就是要從 784 個實數的向量資料中,辨識出所代表的 0, 1, 2, ..., 9 的正確數字。 要達到接近人類辨識的正確率,用手工打造(hand-engineering)辨識的特徵及規則非常的困難。 透過機器學習的方法可以取得比手工打造規則還要好的結果,甚至於超越人類辨識的正確率。\n", "\n", "常見的 **監督式學習(supervised learning)** 手法,使用帶有正確答案且數量夠大的資料集 $X$ 來調整匹配模型的參數,這個資料集稱為 **訓練集(training set)**。 每筆資料(影像)的類別(數字)都已經事先知道,並且在資料集裡都有對應欄位作標籤註記正確答案(例如標註是0-9其中某個數字),我們稱為標籤向量或目標向量 $Y$。 所執行的機器學習演算法可以表示為學習一個複雜函數的對應關係。\n", "\n", "$$\n", "Y = f(X)\n", "$$\n", "\n", "確切的 $f(X)$ 函數模型則是透過 **訓練(training)** 的過程來決定,這個過程也稱為 **學習(learning)**。 模型經過訓練後可以用來 **推論(inference)** 判斷訓練過程沒見過的新資料,稱為 **測試集(test set)**,足以正確判斷分類新資料的能力稱為 **泛化(generalization)**,設計具備足夠泛化能力的演算法就是機器學習的主要目標。\n", "\n", "監督式學習中,根據學習目標數據的特質有不同的解決手法。 常見的術語,例如從手寫數字的影像辨識成有限數量的 0 到 9 的數字類別,這樣的問題稱為 **分類(classification)** 問題,由於是分辨多個類別的其中一種,又叫 **多元分類(multiclass classification)**。 如果是醫學中常見的區分有病(positive)、沒病(negative)的推斷,稱為 **二元分類(binary classification)**。 現實中另外還常見有一種輸入帶有多種類別標籤的數據,例如電影的分類,某部片可能同時有家庭、科幻、動作、史詩、愛情片,這種稱為 **multi-label calssification**。 假如問題輸出的目標包含一個或多個連續數值的變量,則稱為 **回歸(regression)**。\n", "\n", "另外有一種 **非監督式學習(unsupervised learning)** 的方式,使用的訓練集資料沒有包含任何對應的目標向量,而學習的目標則是從資料集中探索如何將類似的觀察資料分門別類,稱為 **聚類(clustering)**。\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# 預載入必要模組與環境設定\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn-darkgrid')\n", "\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 輔助圖片顯示及嵌入 notebook\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"binary-classification\"></a>\n", "\n", "## 14.2 二元分類案例 — 乳癌檢測\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § Breast Cancer Wisconsin 資料集\n", "\n", "資料來源是公開的乳癌資料集 [UCI ML Breast Cancer Wisconsin (Diagnostic) dataset](https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Diagnostic)),檔案是逗號分隔欄位值的格式(Comma-Separated Values, CSV),一般文字編輯器或 Excel 都可以開啟,在 Python 的程式裡可以使用 **pandas** 套件來操作。 任何機器學習專案的第一個步驟都是要先熟悉取得的數據,**pandas** 非常適合用來執行探索數據的任務。\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# 載入 WDBC (Wisconsin Diagnostic Breast Cancer) 資料集,傳回 pandas.DataFrame 類別的物件\n", "dfWDBC = pd.read_csv('https://archive.ics.uci.edu/ml/machine-learning-databases/breast-cancer-wisconsin/wdbc.data', header=None)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 569 entries, 0 to 568\n", "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 0 569 non-null int64 \n", " 1 1 569 non-null object \n", " 2 2 569 non-null float64\n", " 3 3 569 non-null float64\n", " 4 4 569 non-null float64\n", " 5 5 569 non-null float64\n", " 6 6 569 non-null float64\n", " 7 7 569 non-null float64\n", " 8 8 569 non-null float64\n", " 9 9 569 non-null float64\n", " 10 10 569 non-null float64\n", " 11 11 569 non-null float64\n", " 12 12 569 non-null float64\n", " 13 13 569 non-null float64\n", " 14 14 569 non-null float64\n", " 15 15 569 non-null float64\n", " 16 16 569 non-null float64\n", " 17 17 569 non-null float64\n", " 18 18 569 non-null float64\n", " 19 19 569 non-null float64\n", " 20 20 569 non-null float64\n", " 21 21 569 non-null float64\n", " 22 22 569 non-null float64\n", " 23 23 569 non-null float64\n", " 24 24 569 non-null float64\n", " 25 25 569 non-null float64\n", " 26 26 569 non-null float64\n", " 27 27 569 non-null float64\n", " 28 28 569 non-null float64\n", " 29 29 569 non-null float64\n", " 30 30 569 non-null float64\n", " 31 31 569 non-null float64\n", "dtypes: float64(30), int64(1), object(1)\n", "memory usage: 142.4+ KB\n" ] } ], "source": [ "# 資料欄位基本檢視\n", "dfWDBC.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § WDBC 資料集欄位說明\n", "\n", "原始數據沒有包含欄位名稱,說明在另外一個檔案 \"*wdbc.names*\" 中。\n", "\n", "+ 欄位1: 樣本 ID\n", "+ 欄位2: 診斷結果,\"**M**\" = malignant 惡性,\"**B**\" = benign 良性\n", "\n", "十個實數值的細胞核特徵由細針抽吸(fine needle aspiration cytology)的細胞病理影像樣本計算而來:\n", "+ 半徑 **radius** (mean of distances from center to points on the perimeter)\n", "+ 紋理 **texture** (standard deviation of gray-scale values)\n", "+ 周長 **perimeter**\n", "+ 面積 **area**\n", "+ 形狀平滑度 **smoothness** (local variation in radius lengths)\n", "+ 緊密度 **compactness** (perimeter^2 / area - 1.0)\n", "+ 輪廓凹陷度 **concavity** (severity of concave portions of the contour)\n", "+ 輪廓凹陷點 **concave points** (number of concave portions of the contour)\n", "+ 對稱性 **symmetry**\n", "+ 碎形維度 **fractal dimension** (\"coastline approximation\" - 1)\n", "\n", "每個影像的這十個特徵都分別計算 mean,standard error,以及 worst(三個最大值的平均),共 30 個特徵欄位。\n", "\n", "\n", "\n", "<caption><center> 細針穿刺抽吸細胞學影像 (<a href=\"https://commons.wikimedia.org/wiki/File:Adenoid_cystic_carcinoma_cytology.jpg\">影像來源</a>) </center></caption><br>\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 加上欄位名稱\n", "\n", "原始數據中沒有包含欄位名稱,帶有欄位名稱的資料表會比較方便處理,與使用固定序號比起來較不容易出錯,程式可讀性也比較高。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### ★ 原始數據處理準則 ★\n", "\n", "當然也可以使用 Excel 來手動為原始數據檔案加上欄位名稱,甚至於訓練預測模型之前的很多前處理也可以,但是所有的操作必須遵循以下原則:\n", "\n", "1. 保留原始檔案,修改的內容另存新檔。\n", "2. 記錄所有修改步驟及歷程,說明的內容要可以從原始檔案重現修改的結果。\n", "\n", "要符合這樣的原則,使用 Python 程式進行處理還是首選。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 569 entries, 0 to 568\n", "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 569 non-null int64 \n", " 1 diagnosis 569 non-null object \n", " 2 radius_mean 569 non-null float64\n", " 3 texture_mean 569 non-null float64\n", " 4 perimeter_mean 569 non-null float64\n", " 5 area_mean 569 non-null float64\n", " 6 smoothness_mean 569 non-null float64\n", " 7 compactness_mean 569 non-null float64\n", " 8 concavity_mean 569 non-null float64\n", " 9 concave points_mean 569 non-null float64\n", " 10 symmetry_mean 569 non-null float64\n", " 11 fractal_dimension_mean 569 non-null float64\n", " 12 radius_se 569 non-null float64\n", " 13 texture_se 569 non-null float64\n", " 14 perimeter_se 569 non-null float64\n", " 15 area_se 569 non-null float64\n", " 16 smoothness_se 569 non-null float64\n", " 17 compactness_se 569 non-null float64\n", " 18 concavity_se 569 non-null float64\n", " 19 concave points_se 569 non-null float64\n", " 20 symmetry_se 569 non-null float64\n", " 21 fractal_dimension_se 569 non-null float64\n", " 22 radius_worst 569 non-null float64\n", " 23 texture_worst 569 non-null float64\n", " 24 perimeter_worst 569 non-null float64\n", " 25 area_worst 569 non-null float64\n", " 26 smoothness_worst 569 non-null float64\n", " 27 compactness_worst 569 non-null float64\n", " 28 concavity_worst 569 non-null float64\n", " 29 concave points_worst 569 non-null float64\n", " 30 symmetry_worst 569 non-null float64\n", " 31 fractal_dimension_worst 569 non-null float64\n", "dtypes: float64(30), int64(1), object(1)\n", "memory usage: 142.4+ KB\n" ] } ], "source": [ "# 說明中描述的欄位名稱\n", "column_mean = [\n", " \"radius_mean\", \"texture_mean\", \"perimeter_mean\", \"area_mean\", \"smoothness_mean\",\n", " \"compactness_mean\", \"concavity_mean\", \"concave points_mean\", \"symmetry_mean\", \"fractal_dimension_mean\"\n", "]\n", "column_se = [\n", " \"radius_se\", \"texture_se\", \"perimeter_se\", \"area_se\", \"smoothness_se\",\n", " \"compactness_se\", \"concavity_se\", \"concave points_se\", \"symmetry_se\", \"fractal_dimension_se\"\n", "]\n", "column_worst = [\n", " \"radius_worst\", \"texture_worst\", \"perimeter_worst\", \"area_worst\", \"smoothness_worst\",\n", " \"compactness_worst\", \"concavity_worst\", \"concave points_worst\", \"symmetry_worst\", \"fractal_dimension_worst\"\n", "]\n", "\n", "column_names = [\"id\", \"diagnosis\"] + column_mean + column_se + column_worst\n", "\n", "# 指定欄位名稱\n", "dfWDBC.columns = column_names\n", "\n", "# 再一次資料欄位基本檢視\n", "dfWDBC.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § 觀察數據內容\n", "\n", "雖然機器學習關心的是自動識別數據中隱含的模式,但是目前機器學習的技術還沒發展到可以完全自動的程度,開始訓練模型之前還有很多的前處理工作需要人的介入,不同的模型可能需要不同的數據前處理,所以首先要先觀察手上的資料,並盡可能了解每個欄位的意義以及跟預測目標的關聯,決定要做什麼必要的前處理:\n", "\n", "+ 哪些是特徵欄位 X? 哪些是目標欄位 Y? 有沒有多餘的不要進入模型訓練的欄位?\n", "+ 都是連續數值欄位嗎? 有沒有類別欄位?\n", "+ 有沒有漏失數據? 有沒有空值要填補或插補?\n", "+ 數值欄位的數值分布狀況? 要怎麼正規化?\n", "+ 目標類別分布狀況如何? 數量是否平均?\n", "+ 特徵與目標之間是否有線性或其他形式的相關?\n", "+ 各特徵之間是否有線性或其他形式的相關? \n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>id</th>\n", " <th>diagnosis</th>\n", " <th>radius_mean</th>\n", " <th>texture_mean</th>\n", " <th>perimeter_mean</th>\n", " <th>area_mean</th>\n", " <th>smoothness_mean</th>\n", " <th>compactness_mean</th>\n", " <th>concavity_mean</th>\n", " <th>concave points_mean</th>\n", " <th>...</th>\n", " <th>radius_worst</th>\n", " <th>texture_worst</th>\n", " <th>perimeter_worst</th>\n", " <th>area_worst</th>\n", " <th>smoothness_worst</th>\n", " <th>compactness_worst</th>\n", " <th>concavity_worst</th>\n", " <th>concave points_worst</th>\n", " <th>symmetry_worst</th>\n", " <th>fractal_dimension_worst</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>842302</td>\n", " <td>M</td>\n", " <td>17.99</td>\n", " <td>10.38</td>\n", " <td>122.80</td>\n", " <td>1001.0</td>\n", " <td>0.11840</td>\n", " <td>0.27760</td>\n", " <td>0.3001</td>\n", " <td>0.14710</td>\n", " <td>...</td>\n", " <td>25.38</td>\n", " <td>17.33</td>\n", " <td>184.60</td>\n", " <td>2019.0</td>\n", " <td>0.1622</td>\n", " <td>0.6656</td>\n", " <td>0.7119</td>\n", " <td>0.2654</td>\n", " <td>0.4601</td>\n", " <td>0.11890</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>842517</td>\n", " <td>M</td>\n", " <td>20.57</td>\n", " <td>17.77</td>\n", " <td>132.90</td>\n", " <td>1326.0</td>\n", " <td>0.08474</td>\n", " <td>0.07864</td>\n", " <td>0.0869</td>\n", " <td>0.07017</td>\n", " <td>...</td>\n", " <td>24.99</td>\n", " <td>23.41</td>\n", " <td>158.80</td>\n", " <td>1956.0</td>\n", " <td>0.1238</td>\n", " <td>0.1866</td>\n", " <td>0.2416</td>\n", " <td>0.1860</td>\n", " <td>0.2750</td>\n", " <td>0.08902</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>84300903</td>\n", " <td>M</td>\n", " <td>19.69</td>\n", " <td>21.25</td>\n", " <td>130.00</td>\n", " <td>1203.0</td>\n", " <td>0.10960</td>\n", " <td>0.15990</td>\n", " <td>0.1974</td>\n", " <td>0.12790</td>\n", " <td>...</td>\n", " <td>23.57</td>\n", " <td>25.53</td>\n", " <td>152.50</td>\n", " <td>1709.0</td>\n", " <td>0.1444</td>\n", " <td>0.4245</td>\n", " <td>0.4504</td>\n", " <td>0.2430</td>\n", " <td>0.3613</td>\n", " <td>0.08758</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>84348301</td>\n", " <td>M</td>\n", " <td>11.42</td>\n", " <td>20.38</td>\n", " <td>77.58</td>\n", " <td>386.1</td>\n", " <td>0.14250</td>\n", " <td>0.28390</td>\n", " <td>0.2414</td>\n", " <td>0.10520</td>\n", " <td>...</td>\n", " <td>14.91</td>\n", " <td>26.50</td>\n", " <td>98.87</td>\n", " <td>567.7</td>\n", " <td>0.2098</td>\n", " <td>0.8663</td>\n", " <td>0.6869</td>\n", " <td>0.2575</td>\n", " <td>0.6638</td>\n", " <td>0.17300</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>84358402</td>\n", " <td>M</td>\n", " <td>20.29</td>\n", " <td>14.34</td>\n", " <td>135.10</td>\n", " <td>1297.0</td>\n", " <td>0.10030</td>\n", " <td>0.13280</td>\n", " <td>0.1980</td>\n", " <td>0.10430</td>\n", " <td>...</td>\n", " <td>22.54</td>\n", " <td>16.67</td>\n", " <td>152.20</td>\n", " <td>1575.0</td>\n", " <td>0.1374</td>\n", " <td>0.2050</td>\n", " <td>0.4000</td>\n", " <td>0.1625</td>\n", " <td>0.2364</td>\n", " <td>0.07678</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 32 columns</p>\n", "</div>" ], "text/plain": [ " id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", "0 842302 M 17.99 10.38 122.80 1001.0 \n", "1 842517 M 20.57 17.77 132.90 1326.0 \n", "2 84300903 M 19.69 21.25 130.00 1203.0 \n", "3 84348301 M 11.42 20.38 77.58 386.1 \n", "4 84358402 M 20.29 14.34 135.10 1297.0 \n", "\n", " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", "0 0.11840 0.27760 0.3001 0.14710 \n", "1 0.08474 0.07864 0.0869 0.07017 \n", "2 0.10960 0.15990 0.1974 0.12790 \n", "3 0.14250 0.28390 0.2414 0.10520 \n", "4 0.10030 0.13280 0.1980 0.10430 \n", "\n", " ... radius_worst texture_worst perimeter_worst area_worst \\\n", "0 ... 25.38 17.33 184.60 2019.0 \n", "1 ... 24.99 23.41 158.80 1956.0 \n", "2 ... 23.57 25.53 152.50 1709.0 \n", "3 ... 14.91 26.50 98.87 567.7 \n", "4 ... 22.54 16.67 152.20 1575.0 \n", "\n", " smoothness_worst compactness_worst concavity_worst concave points_worst \\\n", "0 0.1622 0.6656 0.7119 0.2654 \n", "1 0.1238 0.1866 0.2416 0.1860 \n", "2 0.1444 0.4245 0.4504 0.2430 \n", "3 0.2098 0.8663 0.6869 0.2575 \n", "4 0.1374 0.2050 0.4000 0.1625 \n", "\n", " symmetry_worst fractal_dimension_worst \n", "0 0.4601 0.11890 \n", "1 0.2750 0.08902 \n", "2 0.3613 0.08758 \n", "3 0.6638 0.17300 \n", "4 0.2364 0.07678 \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 看一下前面幾筆,檢視資料內容\n", "dfWDBC.head(5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# 丟掉不需要的 \"id\" 欄位\n", "dfWDBC.drop(columns=['id'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "-- 不同樣本值的出現次數:\n", " B 357\n", "M 212\n", "Name: diagnosis, dtype: int64\n", "\n", "-- 所有不是N/A的樣本數:\n", " diagnosis 569\n", "dtype: int64\n", "\n", "-- 不同樣本值的出現次數:\n", " B 357\n", "M 212\n", "Name: diagnosis, dtype: int64\n", "\n", "-- 所有不是N/A的樣本數:\n", " 569\n", "\n", "-- 良性與惡性的樣本數比例:\n", " B 0.627417\n", "M 0.372583\n", "Name: diagnosis, dtype: float64\n" ] } ], "source": [ "# 觀察目標類別數量分布狀況\n", "print('\\n-- 不同樣本值的出現次數:\\n', dfWDBC.loc[:, ('diagnosis')].value_counts())\n", "print('\\n-- 所有不是N/A的樣本數:\\n', dfWDBC.loc[:, ['diagnosis']].count())\n", "\n", "# 也可以用序號存取 diagnosis 欄位\n", "# 注意: id 欄位刪除後, diagnosis 變成第一個欄位\n", "print('\\n-- 不同樣本值的出現次數:\\n', dfWDBC.iloc[:, 0].value_counts())\n", "print('\\n-- 所有不是N/A的樣本數:\\n', dfWDBC.iloc[:, 0].count())\n", "\n", "# 觀察: 惡性的類別比較少\n", "print('\\n-- 良性與惡性的樣本數比例:\\n', dfWDBC.loc[:,'diagnosis'].value_counts() / dfWDBC.loc[:,'diagnosis'].count())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § 類別資料轉為數值\n", "\n", "資料集中時常會包含非數值型態的類別數據(Categorical Data),如 WDBC 資料集中"**diagnosis**"欄位值是\"B\"或\"M\"的字元,機器學習的演算法處理的都是數值,需要將類別數據轉成數值型態。\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>diagnosis</th>\n", " <th>radius_mean</th>\n", " <th>texture_mean</th>\n", " <th>perimeter_mean</th>\n", " <th>area_mean</th>\n", " <th>smoothness_mean</th>\n", " <th>compactness_mean</th>\n", " <th>concavity_mean</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>564</th>\n", " <td>1</td>\n", " <td>21.56</td>\n", " <td>22.39</td>\n", " <td>142.00</td>\n", " <td>1479.0</td>\n", " <td>0.11100</td>\n", " <td>0.11590</td>\n", " <td>0.24390</td>\n", " </tr>\n", " <tr>\n", " <th>565</th>\n", " <td>1</td>\n", " <td>20.13</td>\n", " <td>28.25</td>\n", " <td>131.20</td>\n", " <td>1261.0</td>\n", " <td>0.09780</td>\n", " <td>0.10340</td>\n", " <td>0.14400</td>\n", " </tr>\n", " <tr>\n", " <th>566</th>\n", " <td>1</td>\n", " <td>16.60</td>\n", " <td>28.08</td>\n", " <td>108.30</td>\n", " <td>858.1</td>\n", " <td>0.08455</td>\n", " <td>0.10230</td>\n", " <td>0.09251</td>\n", " </tr>\n", " <tr>\n", " <th>567</th>\n", " <td>1</td>\n", " <td>20.60</td>\n", " <td>29.33</td>\n", " <td>140.10</td>\n", " <td>1265.0</td>\n", " <td>0.11780</td>\n", " <td>0.27700</td>\n", " <td>0.35140</td>\n", " </tr>\n", " <tr>\n", " <th>568</th>\n", " <td>0</td>\n", " <td>7.76</td>\n", " <td>24.54</td>\n", " <td>47.92</td>\n", " <td>181.0</td>\n", " <td>0.05263</td>\n", " <td>0.04362</td>\n", " <td>0.00000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", "564 1 21.56 22.39 142.00 1479.0 \n", "565 1 20.13 28.25 131.20 1261.0 \n", "566 1 16.60 28.08 108.30 858.1 \n", "567 1 20.60 29.33 140.10 1265.0 \n", "568 0 7.76 24.54 47.92 181.0 \n", "\n", " smoothness_mean compactness_mean concavity_mean \n", "564 0.11100 0.11590 0.24390 \n", "565 0.09780 0.10340 0.14400 \n", "566 0.08455 0.10230 0.09251 \n", "567 0.11780 0.27700 0.35140 \n", "568 0.05263 0.04362 0.00000 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 將 diagnosis 欄位良性與惡性的類別轉為 0 與 1\n", "dfWDBC.loc[:,'diagnosis'] = dfWDBC.loc[:,'diagnosis'].map({'B':0, 'M':1})\n", "\n", "# 檢視幾筆確認轉換結果沒問題\n", "dfWDBC.iloc[-5:, :8]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>radius_mean</th>\n", " <th>texture_mean</th>\n", " <th>perimeter_mean</th>\n", " <th>area_mean</th>\n", " <th>smoothness_mean</th>\n", " <th>compactness_mean</th>\n", " <th>concavity_mean</th>\n", " <th>concave points_mean</th>\n", " <th>symmetry_mean</th>\n", " <th>fractal_dimension_mean</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>14.127292</td>\n", " <td>19.289649</td>\n", " <td>91.969033</td>\n", " <td>654.889104</td>\n", " <td>0.096360</td>\n", " <td>0.104341</td>\n", " <td>0.088799</td>\n", " <td>0.048919</td>\n", " <td>0.181162</td>\n", " <td>0.062798</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>3.524049</td>\n", " <td>4.301036</td>\n", " <td>24.298981</td>\n", " <td>351.914129</td>\n", " <td>0.014064</td>\n", " <td>0.052813</td>\n", " <td>0.079720</td>\n", " <td>0.038803</td>\n", " <td>0.027414</td>\n", " <td>0.007060</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>6.981000</td>\n", " <td>9.710000</td>\n", " <td>43.790000</td>\n", " <td>143.500000</td>\n", " <td>0.052630</td>\n", " <td>0.019380</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.106000</td>\n", " <td>0.049960</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>11.700000</td>\n", " <td>16.170000</td>\n", " <td>75.170000</td>\n", " <td>420.300000</td>\n", " <td>0.086370</td>\n", " <td>0.064920</td>\n", " <td>0.029560</td>\n", " <td>0.020310</td>\n", " <td>0.161900</td>\n", " <td>0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>13.370000</td>\n", " <td>18.840000</td>\n", " <td>86.240000</td>\n", " <td>551.100000</td>\n", " <td>0.095870</td>\n", " <td>0.092630</td>\n", " <td>0.061540</td>\n", " <td>0.033500</td>\n", " <td>0.179200</td>\n", " <td>0.061540</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>15.780000</td>\n", " <td>21.800000</td>\n", " <td>104.100000</td>\n", " <td>782.700000</td>\n", " <td>0.105300</td>\n", " <td>0.130400</td>\n", " <td>0.130700</td>\n", " <td>0.074000</td>\n", " <td>0.195700</td>\n", " <td>0.066120</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>28.110000</td>\n", " <td>39.280000</td>\n", " <td>188.500000</td>\n", " <td>2501.000000</td>\n", " <td>0.163400</td>\n", " <td>0.345400</td>\n", " <td>0.426800</td>\n", " <td>0.201200</td>\n", " <td>0.304000</td>\n", " <td>0.097440</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_mean texture_mean perimeter_mean area_mean \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 14.127292 19.289649 91.969033 654.889104 \n", "std 3.524049 4.301036 24.298981 351.914129 \n", "min 6.981000 9.710000 43.790000 143.500000 \n", "25% 11.700000 16.170000 75.170000 420.300000 \n", "50% 13.370000 18.840000 86.240000 551.100000 \n", "75% 15.780000 21.800000 104.100000 782.700000 \n", "max 28.110000 39.280000 188.500000 2501.000000 \n", "\n", " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.096360 0.104341 0.088799 0.048919 \n", "std 0.014064 0.052813 0.079720 0.038803 \n", "min 0.052630 0.019380 0.000000 0.000000 \n", "25% 0.086370 0.064920 0.029560 0.020310 \n", "50% 0.095870 0.092630 0.061540 0.033500 \n", "75% 0.105300 0.130400 0.130700 0.074000 \n", "max 0.163400 0.345400 0.426800 0.201200 \n", "\n", " symmetry_mean fractal_dimension_mean \n", "count 569.000000 569.000000 \n", "mean 0.181162 0.062798 \n", "std 0.027414 0.007060 \n", "min 0.106000 0.049960 \n", "25% 0.161900 0.057700 \n", "50% 0.179200 0.061540 \n", "75% 0.195700 0.066120 \n", "max 0.304000 0.097440 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>radius_se</th>\n", " <th>texture_se</th>\n", " <th>perimeter_se</th>\n", " <th>area_se</th>\n", " <th>smoothness_se</th>\n", " <th>compactness_se</th>\n", " <th>concavity_se</th>\n", " <th>concave points_se</th>\n", " <th>symmetry_se</th>\n", " <th>fractal_dimension_se</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>0.405172</td>\n", " <td>1.216853</td>\n", " <td>2.866059</td>\n", " <td>40.337079</td>\n", " <td>0.007041</td>\n", " <td>0.025478</td>\n", " <td>0.031894</td>\n", " <td>0.011796</td>\n", " <td>0.020542</td>\n", " <td>0.003795</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>0.277313</td>\n", " <td>0.551648</td>\n", " <td>2.021855</td>\n", " <td>45.491006</td>\n", " <td>0.003003</td>\n", " <td>0.017908</td>\n", " <td>0.030186</td>\n", " <td>0.006170</td>\n", " <td>0.008266</td>\n", " <td>0.002646</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>0.111500</td>\n", " <td>0.360200</td>\n", " <td>0.757000</td>\n", " <td>6.802000</td>\n", " <td>0.001713</td>\n", " <td>0.002252</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.007882</td>\n", " <td>0.000895</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>0.232400</td>\n", " <td>0.833900</td>\n", " <td>1.606000</td>\n", " <td>17.850000</td>\n", " <td>0.005169</td>\n", " <td>0.013080</td>\n", " <td>0.015090</td>\n", " <td>0.007638</td>\n", " <td>0.015160</td>\n", " <td>0.002248</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>0.324200</td>\n", " <td>1.108000</td>\n", " <td>2.287000</td>\n", " <td>24.530000</td>\n", " <td>0.006380</td>\n", " <td>0.020450</td>\n", " <td>0.025890</td>\n", " <td>0.010930</td>\n", " <td>0.018730</td>\n", " <td>0.003187</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>0.478900</td>\n", " <td>1.474000</td>\n", " <td>3.357000</td>\n", " <td>45.190000</td>\n", " <td>0.008146</td>\n", " <td>0.032450</td>\n", " <td>0.042050</td>\n", " <td>0.014710</td>\n", " <td>0.023480</td>\n", " <td>0.004558</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>2.873000</td>\n", " <td>4.885000</td>\n", " <td>21.980000</td>\n", " <td>542.200000</td>\n", " <td>0.031130</td>\n", " <td>0.135400</td>\n", " <td>0.396000</td>\n", " <td>0.052790</td>\n", " <td>0.078950</td>\n", " <td>0.029840</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_se texture_se perimeter_se area_se smoothness_se \\\n", "count 569.000000 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.405172 1.216853 2.866059 40.337079 0.007041 \n", "std 0.277313 0.551648 2.021855 45.491006 0.003003 \n", "min 0.111500 0.360200 0.757000 6.802000 0.001713 \n", "25% 0.232400 0.833900 1.606000 17.850000 0.005169 \n", "50% 0.324200 1.108000 2.287000 24.530000 0.006380 \n", "75% 0.478900 1.474000 3.357000 45.190000 0.008146 \n", "max 2.873000 4.885000 21.980000 542.200000 0.031130 \n", "\n", " compactness_se concavity_se concave points_se symmetry_se \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.025478 0.031894 0.011796 0.020542 \n", "std 0.017908 0.030186 0.006170 0.008266 \n", "min 0.002252 0.000000 0.000000 0.007882 \n", "25% 0.013080 0.015090 0.007638 0.015160 \n", "50% 0.020450 0.025890 0.010930 0.018730 \n", "75% 0.032450 0.042050 0.014710 0.023480 \n", "max 0.135400 0.396000 0.052790 0.078950 \n", "\n", " fractal_dimension_se \n", "count 569.000000 \n", "mean 0.003795 \n", "std 0.002646 \n", "min 0.000895 \n", "25% 0.002248 \n", "50% 0.003187 \n", "75% 0.004558 \n", "max 0.029840 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>radius_worst</th>\n", " <th>texture_worst</th>\n", " <th>perimeter_worst</th>\n", " <th>area_worst</th>\n", " <th>smoothness_worst</th>\n", " <th>compactness_worst</th>\n", " <th>concavity_worst</th>\n", " <th>concave points_worst</th>\n", " <th>symmetry_worst</th>\n", " <th>fractal_dimension_worst</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>16.269190</td>\n", " <td>25.677223</td>\n", " <td>107.261213</td>\n", " <td>880.583128</td>\n", " <td>0.132369</td>\n", " <td>0.254265</td>\n", " <td>0.272188</td>\n", " <td>0.114606</td>\n", " <td>0.290076</td>\n", " <td>0.083946</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>4.833242</td>\n", " <td>6.146258</td>\n", " <td>33.602542</td>\n", " <td>569.356993</td>\n", " <td>0.022832</td>\n", " <td>0.157336</td>\n", " <td>0.208624</td>\n", " <td>0.065732</td>\n", " <td>0.061867</td>\n", " <td>0.018061</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>7.930000</td>\n", " <td>12.020000</td>\n", " <td>50.410000</td>\n", " <td>185.200000</td>\n", " <td>0.071170</td>\n", " <td>0.027290</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.156500</td>\n", " <td>0.055040</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>13.010000</td>\n", " <td>21.080000</td>\n", " <td>84.110000</td>\n", " <td>515.300000</td>\n", " <td>0.116600</td>\n", " <td>0.147200</td>\n", " <td>0.114500</td>\n", " <td>0.064930</td>\n", " <td>0.250400</td>\n", " <td>0.071460</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>14.970000</td>\n", " <td>25.410000</td>\n", " <td>97.660000</td>\n", " <td>686.500000</td>\n", " <td>0.131300</td>\n", " <td>0.211900</td>\n", " <td>0.226700</td>\n", " <td>0.099930</td>\n", " <td>0.282200</td>\n", " <td>0.080040</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>18.790000</td>\n", " <td>29.720000</td>\n", " <td>125.400000</td>\n", " <td>1084.000000</td>\n", " <td>0.146000</td>\n", " <td>0.339100</td>\n", " <td>0.382900</td>\n", " <td>0.161400</td>\n", " <td>0.317900</td>\n", " <td>0.092080</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>36.040000</td>\n", " <td>49.540000</td>\n", " <td>251.200000</td>\n", " <td>4254.000000</td>\n", " <td>0.222600</td>\n", " <td>1.058000</td>\n", " <td>1.252000</td>\n", " <td>0.291000</td>\n", " <td>0.663800</td>\n", " <td>0.207500</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_worst texture_worst perimeter_worst area_worst \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 16.269190 25.677223 107.261213 880.583128 \n", "std 4.833242 6.146258 33.602542 569.356993 \n", "min 7.930000 12.020000 50.410000 185.200000 \n", "25% 13.010000 21.080000 84.110000 515.300000 \n", "50% 14.970000 25.410000 97.660000 686.500000 \n", "75% 18.790000 29.720000 125.400000 1084.000000 \n", "max 36.040000 49.540000 251.200000 4254.000000 \n", "\n", " smoothness_worst compactness_worst concavity_worst \\\n", "count 569.000000 569.000000 569.000000 \n", "mean 0.132369 0.254265 0.272188 \n", "std 0.022832 0.157336 0.208624 \n", "min 0.071170 0.027290 0.000000 \n", "25% 0.116600 0.147200 0.114500 \n", "50% 0.131300 0.211900 0.226700 \n", "75% 0.146000 0.339100 0.382900 \n", "max 0.222600 1.058000 1.252000 \n", "\n", " concave points_worst symmetry_worst fractal_dimension_worst \n", "count 569.000000 569.000000 569.000000 \n", "mean 0.114606 0.290076 0.083946 \n", "std 0.065732 0.061867 0.018061 \n", "min 0.000000 0.156500 0.055040 \n", "25% 0.064930 0.250400 0.071460 \n", "50% 0.099930 0.282200 0.080040 \n", "75% 0.161400 0.317900 0.092080 \n", "max 0.291000 0.663800 0.207500 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 各數值欄位的基本統計分布狀況\n", "display(dfWDBC.loc[:,column_mean].describe())\n", "display(dfWDBC.loc[:,column_se].describe())\n", "display(dfWDBC.loc[:,column_worst].describe())\n", "\n", "# 觀察: 數據 scale 差異大" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § Normalization 數據正規化\n", "\n", "數據的尺度差異大,直覺是尺度較大的數字變化就比較大,對決策的判斷就會影響比較大,而實際上有很多機器學習的模型真的會受尺度大小的影響。 大多數的資料集都有尺度差異的現象,我們不希望因此影響了數據中原本應該被演算法發掘的模式,所以開始訓練預測模型之前,時常會先對數據進行**正規化(Normalization)** 或 **標準化(Standardization)**,指的就是將數據調整到相同的尺度。\n", "\n", "#### Standard Score\n", "$$\n", " \\frac{X - \\mu}{\\sigma}\n", "$$\n", "\n", "請參閱 [維基百科 Normalization 條目](https://en.wikipedia.org/wiki/Normalization_(statistics))。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § 將資料集的載入包裝成類別\n", "\n", "載入資料集以及前處理的工作繁瑣,時常會反覆修改再重新執行訓練。 通常將這部分的工作包裝成一個 `class` 類別,跟模型的定義與訓練分開處理。\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "class WdbcDataset:\n", " def __init__(self):\n", " # 載入 WDBC (Wisconsin Diagnostic Breast Cancer) 資料集\n", " wdbc_url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/breast-cancer-wisconsin/wdbc.data'\n", " self.df = pd.read_csv(wdbc_url, header=None)\n", "\n", " # 說明中描述的欄位名稱\n", " column_mean = [\n", " \"radius_mean\", \"texture_mean\", \"perimeter_mean\", \"area_mean\", \"smoothness_mean\",\n", " \"compactness_mean\", \"concavity_mean\", \"concave points_mean\", \"symmetry_mean\", \"fractal_dimension_mean\"\n", " ]\n", " column_se = [\n", " \"radius_se\", \"texture_se\", \"perimeter_se\", \"area_se\", \"smoothness_se\",\n", " \"compactness_se\", \"concavity_se\", \"concave points_se\", \"symmetry_se\", \"fractal_dimension_se\"\n", " ]\n", " column_worst = [\n", " \"radius_worst\", \"texture_worst\", \"perimeter_worst\", \"area_worst\", \"smoothness_worst\",\n", " \"compactness_worst\", \"concavity_worst\", \"concave points_worst\", \"symmetry_worst\", \"fractal_dimension_worst\"\n", " ]\n", " column_names = [\"id\", \"diagnosis\"] + column_mean + column_se + column_worst\n", "\n", " # 指定欄位名稱\n", " self.df.columns = column_names\n", " # 丟掉不需要的 \"id\" 欄位\n", " self.df.drop(columns=['id'], inplace=True)\n", " # 將 diagnosis 欄位良性與惡性的類別轉為 0 與 1\n", " self.df.loc[:,'diagnosis'] = self.df.loc[:,'diagnosis'].map({'B':0, 'M':1})\n", " \n", " def get_xy(self, standardize=True, transpose=True):\n", " # 隨機排列樣本順序\n", " rng = np.random.default_rng(1)\n", " index_shuffled = rng.permutation(self.df.shape[0])\n", " # 80% 當訓練集,20% 當測試集\n", " train_size = int(0.8 * self.df.shape[0])\n", " # 取 X 的訓練集和測試集,轉成 numpy.ndarray\n", " X = self.df.drop(columns=['diagnosis'])\n", " X_train = X.iloc[index_shuffled[:train_size], :].to_numpy()\n", " X_test = X.iloc[index_shuffled[train_size:], :].to_numpy()\n", " # 取 Y 的訓練集和測試集,轉成 numpy.ndarray\n", " Y = self.df.loc[:,'diagnosis']\n", " Y_train = Y.iloc[index_shuffled[:train_size]].to_numpy()\n", " Y_test = Y.iloc[index_shuffled[train_size:]].to_numpy()\n", " # 數據標準化\n", " if standardize:\n", " X_mean = X_train.mean(axis=0, keepdims=True)\n", " X_std = X_train.std(axis=0, keepdims=True)\n", " X_train = (X_train - X_mean) / X_std\n", " X_test = (X_test - X_mean) / X_std\n", " # 將原本的(樣本數,特徵數)形狀轉成(特徵數,樣本數)\n", " if transpose:\n", " X_train = X_train.T\n", " X_test = X_test.T\n", " Y_train = np.expand_dims(Y_train, axis=0)\n", " Y_test = np.expand_dims(Y_test, axis=0)\n", " # 回傳處理後的資料副本\n", " return X_train.copy(), X_test.copy(), Y_train.copy(), Y_test.copy()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"logistic-regression\"></a>\n", "\n", "## 14.3 Logistic Regression 學習模型\n", "\n", "**Logistic Regression** 是廣泛運用在許多工程和科學的領域的線性分類模型 $p \\left( y | \\mathbf{x}; \\mathbf{w} \\right)$,輸入 $\\mathbf{x}$ 藉由擬合 *logistic* 函數(*sigmoid* 函數)來學習目標 $y$ 正確預測的機率,是對線性可分的資料非常有效而且非常容易實作的分類模型。\n", "\n", "#### Sigmoid function\n", "$$\n", " \\sigma(z) = \\frac{1}{1 + e^{-z}} = \\frac{e^{z}}{1 + e^{z}} \\tag{1}\n", "$$\n", "\n", "#### Properties of sigmoid function\n", "$$\n", " \\begin{cases}\n", " \\text{for } z \\to \\infty, & \\sigma(z) \\to 1\\\\\n", " \\text{for } z \\to -\\infty, & \\sigma(z) \\to 0\n", " \\end{cases}\n", "$$\n", "\n", "$$\n", " 1 - \\sigma(z) = 1 - \\frac{1}{1 + e^{-z}} = \\frac{e^{-z}}{1 + e^{-z}} = \\frac{1}{1 + e^{z}} = \\sigma(-z) \\tag{2}\n", "$$\n", "\n", "$$\n", " \\frac{d}{d z} \\sigma(z) = \\sigma(z) \\big( 1 - \\sigma(z) \\big) \\tag{3}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def sigmoid(z):\n", " \"\"\"Compute the sigmoid of z\n", "\n", " Arguments\n", " ---------\n", " z : A scalar or numpy array of any size.\n", " \n", " NOTE: 使用 scipy 提供的 expit 函式通常比自己寫的更經得起考驗\n", " \n", " from scipy.special import expit\n", " return expit(z)\n", " \"\"\"\n", " return 1.0 / (1.0 + np.exp(-z))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot sigmoid function\n", "z = np.arange(-6, 6, 0.1)\n", "𝜎_z = sigmoid(z)\n", "\n", "_, ax = plt.subplots(figsize=(8, 6))\n", "ax.plot(z, 𝜎_z)\n", "ax.axvline(0.0, color='k')\n", "ax.set_ylim(-0.1, 1.1)\n", "ax.set_xlabel('z', fontsize=16)\n", "ax.set_ylabel('$\\sigma$(z)', fontsize=16)\n", "ax.set_yticks([0.0, 0.5, 1.0])\n", "ax.yaxis.grid(True)\n", "ax.xaxis.grid(False)\n", "ax.set_title('sigmoid', fontsize=18, fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### § Binary Logistic Regression 學習模型\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 14, "metadata": { "image/png": { "width": 480 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='images/LogisticRegression.png', width=480)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Given an **input** example $\\mathbf{x} \\in \\mathbb{R}^{n}$ and **class label** $y \\in \\left\\{ 0, 1 \\right\\}$, the **binary logistic regression** is the following model under *Bernoulli distribution*.\n", "\n", "$$\n", " p \\left( y \\, | \\, \\mathbf{x}; \\mathbf{w} \\right) = Bernoulli \\left( y \\, | \\, \\sigma(\\mathbf{w}^{\\mathsf{T}}\\mathbf{x} + b) \\right) \\tag{4}\n", "$$\n", "\n", "where $z = \\mathbf{w}^{\\mathsf{T}}\\mathbf{x} + b$ is a linear predictor with **parameter** $\\mathbf{w} \\in \\mathbb{R}^{n}, b \\in \\mathbb{R}$ , and $\\sigma$ is the sigmoid function. The corresponding probability mass function is\n", "$$\n", " \\begin{cases}\n", " p \\left( y = 1\\, | \\, \\mathbf{x}; \\mathbf{w} \\right) = \\sigma(z)\\\\\n", " p \\left( y = 0\\, | \\, \\mathbf{x}; \\mathbf{w} \\right) = 1 - \\sigma(z)\n", " \\end{cases}\n", "$$\n", "\n", "which can be written in a more concise form as\n", "$$\n", " p \\left( y \\, | \\, \\mathbf{x}; \\mathbf{w} \\right) = \\sigma(z)^{y} \\left( 1 - \\sigma( z) \\right)^{1 - y} \\tag{5}\n", "$$\n", "\n", " We want the model to yield **probability ouput** $a = \\sigma(z), \\, 0 < a < 1$ such that $\\hat{y} = 1$ is correct for $a > 0.5$.\n", "\n", "$$\n", " \\hat{y} = p \\left( y = 1\\, | \\, \\mathbf{x}; \\mathbf{w} \\right) = a = \\sigma(z) = \\frac{1}{1 + e^{-z}} = \\frac{1}{1 + e^{-(\\mathbf{w}^{\\mathsf{T}}\\mathbf{x} + b)}} \\tag{6}\n", "$$\n", "\n", "\n", "$\\mathbf{w}^{\\mathsf{T}}\\mathbf{x}$ is the inner product between the weight vector $\\mathbf{w}$ and the feature vector $\\mathbf{x}$. This function defines a linear *hyperplane*, with normal vecetor $\\mathbf{w}$ and an offset $b$ from the origin. Supposed a plane in a 3D feature space going through a point $\\mathbf{x}_{0}$ with surface normal $\\mathbf{w}$. Points on the surface satisfy $\\mathbf{w}^{\\mathsf{T}}(\\mathbf{x} - \\mathbf{x}_{0}) = 0$. If we define $b = -\\mathbf{w}^{\\mathsf{T}}\\mathbf{x}_{0}$, we can rewrite this as $\\mathbf{w}^{\\mathsf{T}}\\mathbf{x} + b = 0$. This plane separate 3D space into two half spaces. This linear plane is known as *decsion boundary* [3].\n", "\n", "### Maximum likelihood estimation\n", "\n", "We can estimate the parameters of a logistic regression model using **maximum likelihood estimation (MLE)**, and the estimation can be done by minimize **Negative Log Likelihood (NLL)** as the objective function. For $i = 1 \\dots m$ input samples, $a_{i} = \\sigma(z_{i})$ is the probability of class 1, $\\mathbf{NLL}$ is given by\n", "$$\n", "\\begin{align*}\n", " \\mathbf{NLL}(\\mathbf{w}) &= - \\, \\log \\prod_{i=1}^{i} Bernoulli( y_{i} | a_{i}) \\\\\n", " &= - \\sum_{i=1}^{m} \\log \\left[ a_{i}^{y_{i}} \\, (1 - a_{i})^{1 - y_{i}} \\right] \\\\\n", " &= - \\sum_{i=1}^{m} \\left[ y_{i} \\, \\log(a_{i}) + (1 - y_{i}) \\, \\log(1 - a_{i})\\right] \\\\\n", " &= \\sum_{i=1}^{m} \\mathbb{H}(y_{i}, a_{i})\n", "\\end{align*}\n", "$$\n", "\n", "where $\\mathbb{H}(y_{i}, a_{i})$ is the **binary cross entropy** defined by\n", "\n", "$$\n", " \\mathbb{H}(p, q) = - \\left[ p \\, \\log(q) + (1 - p) \\, \\log(1 - q) \\right]\n", "$$\n", "\n", "$\\mathbb{H}(p, q)$ measures how much $q$ differs from $p$. In other words, $\\mathbb{H}(y, a)$ is the **loss function** $\\mathcal{L}(\\mathbf{w})$ to measure how much $\\hat{y}$ estimated by $a$ differs from true $y$. The loss is smaller if the estimation is close to correct.\n", "\n", "$$\n", " \\mathcal{L}(\\mathbf{w}) = -\\sum_{i=1}^{m} \\left[ y_{i} \\, \\log(a_{i}) + (1 - y_{i}) \\, \\log(1 - a_{i})\\right] \\tag{7}\n", "$$\n", "\n", "The learning cost $J(\\mathbf{w})$ is then computed as\n", "\n", "$$\n", " J(\\mathbf{w}) = -\\frac{1}{m} \\sum_{i=1}^{m} \\left[ y_{i} \\, \\log(a_{i}) + (1 - y_{i}) \\, \\log(1 - a_{i})\\right] \\tag{8}\n", "$$\n", "\n", "and we optimize the $\\mathbf{NLL}$ objective function by minimize the cost function $J(\\mathbf{w})$ using *gradient descent* algorithm.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 觀察 Binary Cross Entropy 的不同反應\n", "\n", "由上述 NLL 的推導結果,我們知道可以透過最小化 binary cross entropy $\\mathbb{H}(y, a)$ 這樣的 loss function 來達到學習的目標,仔細觀察 $\\mathbb{H}$ 在不同的 $y$ 和 $a$ 值下的反應,思考一下這些反應與學習目標的關係,這有助於你理解為什麼這個方法可以學到東西。\n", "\n", "#### ★ $\\mathbb{H}(y, a) > 0$ \n", "由於 $0 < a = \\sigma(z) < 1$,取 $\\log(a)$ 和 $\\log(1 -a)$ 的結果永遠小於 0,所以 $\\mathbb{H}(y, a)$ 永遠大於 0。\n", "\n", "#### ★ $\\mathbb{H}(0, 0.5) = \\mathbb{H}(1, 0.5)$\n", "不管 $y$ 是 $0$ 或是 $1$,當 $a = 0.5$ 時 $\\mathbb{H}(y, a)$ 都是計算 $-\\log(0.5)$。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def binary_cross_entropy(y, a):\n", " return -(y * np.log(a) + (1 - y) * np.log(1 - a))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4462871026284195" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 狀況一: 假設某個樣本 x 對應的標籤 y = 1, 套用目前參數 wx+b 後 a = 0.64\n", "y = 1\n", "a = 0.64\n", "\n", "binary_cross_entropy(y, a)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0216512475319814" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 狀況二: 假設狀況一的標籤其實是 y = 0\n", "y = 0\n", "a = 0.64\n", "\n", "binary_cross_entropy(y, a)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4462871026284195" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 狀況三: 假設某個樣本 x 對應的標籤 y = 0, 套用目前參數 wx+b 後 a = (1 - 0.64) = 0.36\n", "y = 0\n", "a = 0.36\n", "\n", "binary_cross_entropy(y, a)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0216512475319814" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 狀況四: 假設狀況三的標籤其實是 y = 1\n", "y = 1\n", "a = 0.36\n", "\n", "binary_cross_entropy(y, a)\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x1bcad31b970>" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 求出 z 在 [-6, 6] 值域範圍內 a = 𝜎(z) 的反應值\n", "z = np.linspace(-6, 6, num=121)\n", "a = sigmoid(z)\n", "\n", "# 分別求出 y = {0, 1} 下的 H(y, a) 反應值\n", "H_y0 = binary_cross_entropy(0, a)\n", "H_y1 = binary_cross_entropy(1, a)\n", "\n", "# 將兩條反映曲線分別畫出來\n", "_, ax = plt.subplots(figsize=(8, 6))\n", "ax.plot(a, H_y0, label='H(y=0, a)')\n", "ax.plot(a, H_y1, label='H(y=1, a)')\n", "ax.set_xlabel('a = $\\sigma$(z)', fontsize=16)\n", "ax.set_ylabel('loss = H(y, a)', fontsize=16)\n", "ax.set_title('Response of Binary Cross Entropy', fontsize=18, fontweight='bold')\n", "ax.legend()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"gradient-descent\"></a>\n", "\n", "## 14.4 Gradient Descent 最佳化演算法\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 21, "metadata": { "image/png": { "width": 480 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='images/LogisticRegression_GradientDescent.png', width=480)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The idea of gradient descent is just like climbing down a hill. For each **iteration** $t$, we take a step in the opposite direction of the gradient until a local or global cost minima is reached. The step size is determined by the value of the **learning rate** $\\eta$.\n", "\n", "$$\n", " \\mathbf{w}_{t+1} = \\mathbf{w}_{t} - \\eta \\nabla J(\\mathbf{w})\n", "$$\n", "\n", "完整使用 gradient descent 最佳化的 logistic regression 步驟(\"forward\" and \"backward\" propagation)如下:\n", "\n", "1. 輸入 $X_{m \\times n}$\n", "2. 隨機初始化權重參數 $\\mathbf{w}$ 與 $b$\n", "3. (*forward*)計算 $A = \\sigma(\\mathbf{w}^{\\mathsf{T}}\\mathbf{x} + b) = (a_{1}, a_{2}, ..., a_{m})$\n", "4. 計算損失(成本)函數 $J(\\mathbf{w}) = -\\frac{1}{m} \\sum_{i=1}^{m} \\left[ y_{i} \\, \\log(a_{i}) + (1 - y_{i}) \\, \\log(1 - a_{i})\\right]$\n", "5. 計算當下的梯度 $\\nabla J(\\mathbf{w})$\n", "6. (*backward*)更新參數 $\\mathbf{w} = \\mathbf{w} - \\eta \\nabla J(\\mathbf{w})$\n", "7. 重複以上步驟,直到損失收斂到最小,或達到事先設定的迭代次數。\n", "\n", "Here are the derived formulas for $\\nabla J(\\mathbf{w})$\n", "\n", "$$\n", " \\frac{\\partial J}{\\partial w} = \\frac{1}{m}X(A-Y)^T \\tag{9}\n", "$$\n", "$$\n", " \\frac{\\partial J}{\\partial b} = \\frac{1}{m} \\sum_{i=1}^m (a_{i}-y_{i}) \\tag{10}\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 22, "metadata": { "image/png": { "width": 960 } }, "output_type": "execute_result" } ], "source": [ "# 梯度場圖示\n", "Image(filename='images/GradientField_BumpAndPit.png', width=960)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 23, "metadata": { "image/jpeg": { "width": 960 } }, "output_type": "execute_result" } ], "source": [ "# Binary Cross Entropy 梯度反向傳播的公式推導\n", "Image(filename='images/BinaryCrossEntropy_BackwardPropagation.jpg', width=960)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"blr-fromscratch\"></a>\n", "\n", "## 14.5 從頭實作 Binary Logistic Regression\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def accuracy(Y, Y_predict):\n", " \"\"\"compute classification accuracy score\n", " \"\"\"\n", " return np.average(Y == Y_predict)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "class BinaryLogisticRegression:\n", " \"\"\"Logistic Regression binary classification with gradient descent.\n", "\n", " Parameters\n", " ----------\n", " learning_rate : float\n", " n_iteration : int\n", " \"\"\"\n", " def __init__(self, learning_rate=0.01, n_iteration=1000):\n", " self.eta = learning_rate\n", " self.n_iter = n_iteration\n", " # for recording the training history\n", " self.costs = []\n", "\n", " def initialize(self, n_features):\n", " \"\"\"Initialize parameters: weight and bias\n", " \"\"\"\n", " rng = np.random.default_rng()\n", " self.W = rng.normal(loc=0.0, scale=0.01, size=(n_features,1))\n", " self.b = rng.normal(loc=0.0, scale=0.01)\n", "\n", " def forward(self, X):\n", " \"\"\"Forward propagation\n", "\n", " Parameters\n", " ----------\n", " X : np.ndarray, shape = (n_features, n_samples)\n", " \"\"\"\n", " return sigmoid(np.dot(self.W.T, X) + self.b)\n", "\n", " def fit(self, X, Y):\n", " \"\"\"Fit training data\n", "\n", " Parameters\n", " ----------\n", " X : np.ndarray, shape = (n_features, n_samples)\n", " Y : np.ndarray, shape = (n_samples,)\n", " \"\"\"\n", " self.initialize(X.shape[0])\n", " # m is the number of samples\n", " m = X.shape[1]\n", " # gradient descent optimization loop\n", " for i in range(1,self.n_iter+1):\n", " # forward pass\n", " A = self.forward(X)\n", " cost = -np.sum(Y * np.log(A) + (1 - Y) * np.log(1 - A)) / m\n", " # backward propagation, 事先已推導的梯度公式\n", " dW = np.dot(X, (A - Y).T) / m\n", " db = np.sum(A - Y) / m\n", " # update parameters\n", " self.W -= self.eta * dW\n", " self.b -= self.eta * db\n", " # keep the cost\n", " self.costs.append(cost)\n", " if i % 100 == 0:\n", " acc = accuracy(Y, self.predict(X))\n", " print('#{} iteration: accuracy = {:.3f}, cost = {:.3f}'.format(i, acc, cost), flush=True)\n", "\n", " def predict(self, X):\n", " \"\"\" Predict 0 or 1 using learned parameters (W, b)\n", "\n", " Parameters\n", " ----------\n", " X : np.ndarray, shape = (n_features, n_samples)\n", " \"\"\"\n", " A = self.forward(X)\n", " Y_predict = np.where(A > 0.5, 1, 0)\n", " return Y_predict\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 載入資料集準備訓練" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WDBC data loaded:\n", "\tTraining set shape: X (30, 455), Y (1, 455)\n", "\tTesting set shape: X (30, 114), Y (1, 114)\n" ] } ], "source": [ "# load data\n", "dsWdbc = WdbcDataset()\n", "X_train, X_test, Y_train, Y_test = dsWdbc.get_xy(standardize=True, transpose=True)\n", "\n", "print('WDBC data loaded:')\n", "print('\\tTraining set shape: X {}, Y {}'.format(X_train.shape, Y_train.shape))\n", "print('\\tTesting set shape: X {}, Y {}'.format(X_test.shape, Y_test.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 訓練自建的模型" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#100 iteration: accuracy = 0.943, cost = 0.339\n", "#200 iteration: accuracy = 0.954, cost = 0.255\n", "#300 iteration: accuracy = 0.963, cost = 0.214\n", "#400 iteration: accuracy = 0.965, cost = 0.189\n", "#500 iteration: accuracy = 0.967, cost = 0.172\n", "#600 iteration: accuracy = 0.971, cost = 0.160\n", "#700 iteration: accuracy = 0.971, cost = 0.150\n", "#800 iteration: accuracy = 0.971, cost = 0.143\n", "#900 iteration: accuracy = 0.971, cost = 0.136\n", "#1000 iteration: accuracy = 0.974, cost = 0.131\n", "#1100 iteration: accuracy = 0.974, cost = 0.127\n", "#1200 iteration: accuracy = 0.976, cost = 0.123\n", "#1300 iteration: accuracy = 0.978, cost = 0.119\n", "#1400 iteration: accuracy = 0.978, cost = 0.116\n", "#1500 iteration: accuracy = 0.978, cost = 0.114\n", "#1600 iteration: accuracy = 0.980, cost = 0.111\n", "#1700 iteration: accuracy = 0.980, cost = 0.109\n", "#1800 iteration: accuracy = 0.980, cost = 0.107\n", "#1900 iteration: accuracy = 0.980, cost = 0.105\n", "#2000 iteration: accuracy = 0.980, cost = 0.103\n", "Test accuracy = 0.974\n" ] } ], "source": [ "# construct logistic regression model\n", "blr = BinaryLogisticRegression(learning_rate=0.005, n_iteration=2000)\n", "\n", "# train and watch out for the progress\n", "blr.fit(X_train, Y_train)\n", "\n", "# test to validate the performance\n", "Y_predict = blr.predict(X_test)\n", "print('Test accuracy = {:.3f}'.format(accuracy(Y_test, Y_predict)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 檢視訓練歷程" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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iEpZadIhDzYegaCQuIiJhqMWHeLTdSqlCXEREwlCLD3GX3aID20REJCwpxB0W7RMXEZGwpBC3WXV0uoiIhCWFuF0HtomISHhSiNstGomLiEhYavEh7rRb9HniIiISllp8iEfbrRSXVwa7DBERkbPW4kPc7bBSUuGjymcEuxQREZGzohCPsgK6frqIiIQfhbijOsS9ZZpSFxGR8KIQrwnxIl3wRUREwoxC3FH9caQKcRERCTcKcf9IXNPpIiISXhTitSFeppG4iIiEF4V4lEbiIiISnhTiOrBNRETCVIsPcZdd0+kiIhKeWnyIW8wmXDYLXk2ni4hImGnxIQ4Q7bBoOl1ERMKOQhyItls0nS4iImFHIU71J5np6HQREQk3CnFqRuKaThcRkTCjEAeiHRqJi4hI+FGIo33iIiISnqyBfDKfz8fUqVPZunUrdrudadOm0bFjR//yDRs2MHPmTAzDIDk5md/+9rc4HI5mr0vT6SIiEo4COhJfsWIF5eXlLF68mIceeoiZM2f6lxmGwZNPPsmMGTN45513GDx4MPv37w9IXbXT6YZhBOT5REREmkJAR+JZWVkMHjwYgH79+pGTk+NftmvXLjweD2+//Tbbtm1j6NChdOnSJSB1ue0WfAaUVPhw2S0BeU4REZGfK6Ajca/Xi9vt9t+2WCxUVlYfUHbs2DG++eYbbrjhBv7whz/w1VdfsWbNmoDUFW2v/UxxHdwmIiLhI6AjcbfbTVFRkf+2z+fDaq0uwePx0LFjR7p27QrA4MGDycnJYeDAgSdsw4HV2nSjZYvFTHK8CwCT3YbH42qybQeaxWIO6/prRUofoF5ClXoJPZHSBwS2l4CGeEZGBp999hkjR44kOzub7t27+5e1b9+eoqIi9uzZQ8eOHVm3bh1jx449aRteb1mT1uTxuDBX+QA4cMRLkj18D9j3eFzk5xcHu4yfLVL6APUSqtRL6ImUPqDpe0lOjjnlsoCG+PDhw1m1ahWZmZkYhsH06dNZvnw5xcXFjB8/nueee46HHnoIwzDo378/w4YNC0hdMTUfR1pYpul0EREJHwENcbPZzDPPPFPvvrS0NP/3AwcOZOnSpYEsCYDYmhD3lirERUQkfITv3HETionSSFxERMKPQpyfptOPayQuIiJhRCEO2K1mHFYzxzUSFxGRMKIQrxEbZdVIXEREwopCvEaMw6p94iIiElYU4jViHFaOl1YEuwwREZFGU4jXiImyclwfRyoiImFEIV6jep+4RuIiIhI+FOI1tE9cRETCjUK8RozDiresiiqfPlNcRETCg0K8Ru1V2/RxpCIiEi4U4jX8H4Kic8VFRCRMKMRrxNaMxHXVNhERCRcK8Rq10+m6apuIiIQLhXiNWIcN0EhcRETCh0K8hv/jSDUSFxGRMKEQrxFXE+IFJbrgi4iIhAeFeI0om4Uoq5n8Eo3ERUQkPCjE6/A4beTr0qsiIhImFOJ1eJw2TaeLiEjYUIjX4XHayFeIi4hImFCI1xHntCrERUQkbCjE69BIXEREwolCvA6P04a3rIrKKl+wSxERETkjhXgdHmf1VdvydcEXEREJAwrxOmpDXEeoi4hIOFCI1xHnrL5qm/aLi4hIOFCI16GRuIiIhBOFeB3+feIKcRERCQMK8TriompDXAe2iYhI6FOI12G3mom2WzQSFxGRsKAQP0GcLvgiIiJhQiF+Al21TUREwoVC/AQeXT9dRETChEL8BPEuO8eKFeIiIhL6FOInSHTZOVpcjmEYwS5FRETktBTiJ0iMtlFRZXC8TKeZiYhIaFOInyDRZQfgaJGm1EVEJLQpxE+QGF0d4nnF5UGuRERE5PQU4ieoDfGjRQpxEREJbQrxEyS4qi+9ekQhLiIiIU4hfoLYKCtWs0n7xEVEJOQpxE9gMplIjLZrn7iIiIQ8ayCfzOfzMXXqVLZu3YrdbmfatGl07NjRv/wPf/gDS5cuJSEhAYD/+Z//oUuXLoEsEajeL6594iIiEuoCGuIrVqygvLycxYsXk52dzcyZM5k3b55/+aZNm5g1axa9e/cOZFknSXDZOHy8LKg1iIiInElAp9OzsrIYPHgwAP369SMnJ6fe8k2bNvHGG28wYcIEXn/99UCWVk9itJ2juvSqiIiEuICOxL1eL26323/bYrFQWVmJ1VpdxqhRo7jhhhtwu93cc889fPbZZ/ziF7+otw2324HVammymiwWMx6Pq959bROiyd90iJhYJxazqcmeq7k11Es4ipQ+QL2EKvUSeiKlDwhsLwENcbfbTVFRkf+2z+fzB7hhGNx0003ExMQAMHToUDZv3nxSiHu9TTvN7fG4yM8vrndftAWqfAZ7DhaQUHMFt3DQUC/hKFL6APUSqtRL6ImUPqDpe0lOjjnlsoBOp2dkZLBy5UoAsrOz6d69u3+Z1+tl9OjRFBUVYRgGa9euDdq+cV3wRUREwkFAR+LDhw9n1apVZGZmYhgG06dPZ/ny5RQXFzN+/HgefPBBJk+ejN1uZ+DAgQwdOjSQ5fkl1YR4rrecbslBKUFEROSMAhriZrOZZ555pt59aWlp/u+vueYarrnmmkCW1KCUGAcAuU08dS8iItKUdLGXBiRF2zEBh49rOl1EREKXQrwBNouZhGg7hzQSFxGREKYQP4UUt10XfBERkZCmED+FFLeDwxqJi4hICFOIn0JKjINcr/aJi4hI6FKIn0KK205haSUlFVXBLkVERKRBCvFTqD3NTPvFRUQkVCnET6FVbYhrv7iIiIQohfgpJLtrR+LaLy4iIqFJIX4KKe7qS69qJC4iIqFKIX4KUTYLcVFW7RMXEZGQpRA/jZQYBwcV4iIiEqIU4qeRGhvFjwWlwS5DRESkQQrx00iNi+JAYSmGYQS7FBERkZMoxE+jTVwUJRU+8ksqgl2KiIjISRTip5EaGwWgKXUREQlJCvHTaBtXE+KFOrhNRERCj0L8NNrEVV/wRSNxEREJRQrx04i2W4mLsirERUQkJCnEzyA1LoofCxXiIiISehTiZ5Aap3PFRUQkNCnEz6BNbPW54j6dKy4iIiFGIX4GqXFRVFQZHC3Sp5mJiEhoUYifQWqczhUXEZHQpBA/g3Y1Ib43vyTIlYiIiNSnED+DtnFRWEzwwzGFuIiIhBaF+BlYLWbaepwKcRERCTkK8UboEK8QFxGR0KMQb4TaENdpZiIiEkoU4o3QId5JWaWPw8f1QSgiIhI6FOKN0CHeCejgNhERCS0K8UboEO8CFOIiIhJamizEDx061FSbCjnJbjtRVrNCXEREQkqjQ7xnz55s2LChwWXr1q1jxIgRTVZUqDGbTLTXEeoiIhJirKdb+PLLL+P1egEwDIP58+eTlJR00no5OTk4nc7mqTBEdIh3svWwN9hliIiI+J02xNu2bcu8efMAMJlMrFu3DrvdXm8di8VCTEwMU6dObbYiQ0GnBBefbT9CaUUVUTZLsMsRERE5fYiPGzeOcePGAXDppZcyd+5cevbsGZDCQk1aUjQ+A/bklZDeyh3sckRERBq/T/zTTz89KcBzc3PJycmhqqqqyQsLNWlJ1Ueo7zhaFORKREREqjU6xAsLC3nooYdYsGABACtWrOAXv/gF48aN46qrrmLv3r3NVmQo6OBxYjWb2HGkONiliIiIAGcR4jNnzmT16tWkpqbi8/mYOnUq/fr1Y8GCBcTHxzNr1qzmrDPorBYznRJc7NRIXEREQkSjQ/zzzz/nscce4/LLL2fdunUcOXKEW2+9lQsuuIA777yTr776qjnrDAldEl3sOKIQFxGR0NDoEC8uLqZNmzZAdaA7HA4GDhwIcNIR65EqLSmaA4VlFJVXBrsUERGRxod4WloaK1as4MiRI3zwwQcMHDgQh8NBVVUVf/nLX+jWrdsZt+Hz+XjqqacYP348kyZNYs+ePQ2u9+STT/L88883vosAqT24bddR7RcXEZHga3SI33fffbzzzjsMHjyYvLw87rjjDgCuvPJKVq1axX333XfGbaxYsYLy8nIWL17MQw89xMyZM09aZ9GiRWzbtu0sWgictKRoAE2pi4hISDjteeJ1DR06lA8//JANGzbQq1cv2rdvD8Add9zBBRdcQKdOnc64jaysLAYPHgxAv379yMnJqbf8m2++4dtvv2X8+PHs3LnzLNoIjNS4KKKsZrbnKsRFRCT4Gh3iAKmpqbRp04YdO3aQnZ2Nx+PxXwymMbxeL273TxdKsVgsVFZWYrVaOXz4MHPmzGHOnDn885//POU23G4HVmvTXTHNYjHj8bgavf45qbHsyCs5q8cEytn2EqoipQ9QL6FKvYSeSOkDAtvLWYX40qVLeemll8jLy/Pfl5iYyD333ENmZuYZH+92uykq+mkU6/P5sFqrS/jwww85duwYt99+O7m5uZSWltKlSxeuvfbaetvwesvOpuQz8nhc5Oc3fh931wQXyzcdJO9YEWaTqUlr+bnOtpdQFSl9gHoJVeol9ERKH9D0vSQnx5xyWaND/P333+eJJ55g1KhRjBw5kqSkJHJzc/nggw/4n//5H2JiYhg1atRpt5GRkcFnn33GyJEjyc7Opnv37v5lkydPZvLkyQAsW7aMnTt3nhTgoSC9lZsl2T5+OFZCp4TIeNcoIiLhqdEh/vrrr5OZmXnSB51cfvnlxMXF8eabb54xxIcPH86qVavIzMzEMAymT5/O8uXLKS4uZvz48f9WA4HWs+a66VsPeRXiIiISVI0O8T179vDYY481uOzyyy9n2bJlZ9yG2WzmmWeeqXdfWlraSeuF4gi8VucEF3aLiS2HvVzZMyXY5YiISAvW6FPMUlNTT3nq19atW/F4PE1VU0izWsx0TXazRZ8tLiIiQdboEL/22mv53e9+x1//+lcKCwuB6g9FWbJkCbNnz+aXv/xlsxUZanq2crP1kBfDMIJdioiItGCNnk6/+eab2bJlC08++SRPPfUUFovF/xGkw4cPb9TFXiJFeoqbv317gP0FpbTzOINdjoiItFCNDnGr1crEiRPp0qUL8fHxFBYWYjKZ2Lx5M3fccQc2m6056wwpPWoObttyyKsQFxGRoGn0dPqKFSuYPHkyX3/9NRMnTuSuu+5i2LBhHDx4kAkTJrB27drmrDOkdE2KxmE1s/FAYbBLERGRFqzRIT5nzhyuu+46FixY4L+vR48eLFmyhGuuuYYXXnihWQoMRTaLmXNaudn4o0JcRESCp9Ehvnv3bkaOHNngsquuuort27c3WVHhoE9qLN8d8lJW6Qt2KSIi0kI1OsSTk5P59ttvG1y2adMm4uPjm6yocNA3NZZKn8GWQ8eDXYqIiLRQjT6w7brrrmPu3LkYhsGwYcNITEwkLy+Pzz//nHnz5nHbbbc1Z50hp09qLAAbfizk3LZxQa5GRERaokaH+O23386RI0eYPXs2v/vd7/z3WywWMjMzufvuu5ulwFCV4LLTzhPFxgMaiYuISHA0OsTNZjNPPPEE9957L99++y0FBQXExMTQt29fEhISmrPGkNWnTSxf/5CPYRiYQuwTzUREJPKd1UeRAsTFxTFkyJDmqCXs9E2N5Z/fHdZFX0REJCgafWCbnKxfu+p94ev3FQS5EhERaYkU4j9DWqKLeKeNrL35wS5FRERaIIX4z2AymTivvYd1NfvFRUREAkkh/jOd3yGOw95y9uWXBrsUERFpYRTiP9N57T0A/EtT6iIiEmAK8Z+pY7yTpGg7WT/kB7sUERFpYRTiP5PJZOL8Dh7W7dV+cRERCSyFeBMY0MFDXnEF23OLgl2KiIi0IArxJjCwc/UV61btygtyJSIi0pIoxJtAUrSdHilu1ijERUQkgBTiTeTiLgls+LGQwtKKYJciIiIthEK8iVzcKZ4qA9buyQ92KSIi0kIoxJtI7zaxxEVZtV9cREQCRiHeRCxmExd1imfNrjx8OtVMREQCQCHehAZ1SSSvuIKNPxYGuxQREWkBFOJNaFCXBKxmE59uPxLsUkREpAVQiDcht8PKRZ3i+Wz7EV29TUREmp1CvIn9olsSBwrL2HLYG+xSREQkwinEm9iQtEQsJvh/2zSlLiIizUsh3sQ8ThvntfdoSl1ERJqdQrwZXJaezA/HStiqKXUREWlGCvFmcFm3JGwWEx9sPhzsUkREJIIpxJtBnNPGoC6JfLTlMJU+TamLiEjzUIg3k5E9U8grrmDt7mPBLkVERCKUQryZXNIlgbgoKx9sPhTsUkREJEIpxJuJzWJmeHoyX+w4iresMtjliIhIBFKIN6NRvVpRVunj4y06wE1ERJqeQrwZ9WodQ7fkaP727QGdMy4iIk1OId6MTCYT153bhm25ReQcOB7sckREJMIoxJvZiJ4puGwW/vbtj8EuRUREIkxAQ9zn8/HUU08xfvx4Jk2axJ49e+ot/+ijj7juuusYO3Ysf/3rXwNZWrOJtlu56pwUPtmaS0FJRbDLERGRCBLQEF+xYgXl5eUsXryYhx56iJkzZ/qXVVVV8cILL/DHP/6RxYsX8+abb5KXlxfI8prN2HNTKa8yWL5Jp5uJiEjTCWiIZ2VlMXjwYAD69etHTk6Of5nFYuGDDz4gJiaG/Px8AKKjowNZXrPpmhxNRrs4Fq3fT2WVL9jliIhIhLAG8sm8Xi9ut9t/22KxUFlZidVaXYbVauXjjz/mmWeeYejQof7763K7HVitliaryWIx4/G4mmx7p3LHsDTu+NN6Vu0r5OpzU5vlOQLVS3OLlD5AvYQq9RJ6IqUPCGwvAQ1xt9tNUVGR/7bP5zspqK+44gouv/xyHn30Uf7+979z3XXX1Vvu9ZY1aU0ej4v8/OIm3WZD+qVE0znBxetf7GBIhzhMJlOTP0egemlukdIHqJdQpV5CT6T0AU3fS3JyzCmXBXQ6PSMjg5UrVwKQnZ1N9+7d/cu8Xi833ngj5eXlmM1mnE4nZnPkHDxvNpmYeH5btucW8fUP+cEuR0REIkBAR+LDhw9n1apVZGZmYhgG06dPZ/ny5RQXFzN+/HjGjBnDxIkTsVqtpKen88tf/jKQ5TW7q3q24tUvd7Pg671c2DE+2OWIiEiYMxlhdimx3NymvWhKoKdwFv5rL6+s3MXvx59Lv3ZxTbrtSJmOipQ+QL2EKvUSeiKlD4jg6XSBsf1SSXDZeH3NnjOvLCIichoK8QBz2izcNKA9637IJ2tvfrDLERGRMKYQD4Jr+7YhMdrOG6s1GhcRkX+fQjwIomwW/nNAe9bvK+Cr3ZFxVToREQk8hXiQXNu3DalxUfzui11U+cLq2EIREQkRCvEgsVvN3Du4M98fKeL9TQeDXY6IiIQhhXgQXdY9ib6pscxbtYfi8qpglyMiImFGIR5EJpOJB4Z24WhROW9//UOwyxERkTCjEA+yPqmxjOiZwsJ1+9idFxkXOhARkcBQiIeAB4Z2IcpqYdaK7YTZBfRERCSIFOIhIDHazj2DO7FubwH//O5wsMsREZEwoRAPEdf0bUOfNjG8/PlO8ksqgl2OiIiEAYV4iDCbTDw2vBuFZZU8/+n3wS5HRETCgEI8hHRLdnPbwA58tCWXT7bmBrscEREJcQrxEHPTgA70ah3DrBXbOeItC3Y5IiISwhTiIcZqNjH1qnRKK31M+1hHq4uIyKkpxENQpwQX9w7uzKpdeSz65sdglyMiIiFKIR6iru+fytC0RH73xU42/lgY7HJERCQEKcRDlMlk4qkR3WnltvOb97/TaWciInIShXgIi42yMWPMORwtLmfqP7fi0/5xERGpQyEe4s5pHcODw9JYtSuPuf+3O9jliIhICLEGuwA5s7HntmHHkSIW/GsvXRJdjOrVKtgliYhICNBIPAyYTCZ+9Ys0zu/g4blPtvHt/oJglyQiIiFAIR4mrBYzM0f3pHWMg4ff28wPx0qCXZKIiASZQjyMxDltvPQfvTGAe5duIFdXdBMRadEU4mGmY4KL313bm/ySSu7920YKS3XqmYhIS6UQD0PntI7ht1efww/HSnjw3U2UVFQFuyQREQkChXiYGtAxnmdH9iDnQCEPLMuhuFxBLiLS0ijEw9hl3ZN55qoeZO8v4P5lG/GWVQa7JBERCSCFeJi7smcK00b1ZOOPhdyyYJ2CXESkBVGIR4Dh6ck8N7onG/YV8F9LN3KsuDzYJYmISAAoxCPEZd2TmZPZnx1Hirh10bfsy9d55CIikU4hHkEu65nC3LF9yC+p4JZ3stl6yBvskkREpBkpxCPMuW3jeDOzHzaLmTuWfMv/7Tga7JJERKSZKMQjUOdEF/Mn9KO9x8lDf9/E21/vxdDHmIqIRByFeIRKiXHw+8xzuTw9mTn/t4snP9hCqS4KIyISUfRRpBEsymbhuVE96JYczatf7mZPXgkzxvSknccZ7NJERKQJaCQe4UwmE1Mu7MAL1/Rif0EpNy5cz//blhvsskREpAkoxFuIIWmJ/GlSBp0SXDy6/Dt++/++p7zSF+yyRETkZ1CItyCpcVH8PvNcbjivLUuyf+Q///IN23N1GpqISLhSiLcwNouZB4el8eI1vThaVM7kP33DH9f+QKVPR6+LiIQbhXgLNTgtkcU3nc/QronM/XI3ty/KZk9ecbDLEhGRsxDQEPf5fDz11FOMHz+eSZMmsWfPnnrL33//fcaNG0dmZiZPPfUUPp/22TYnj8vGjNE9mTayB3uOlTBx4Xre+mqP9pWLiISJgIb4ihUrKC8vZ/HixTz00EPMnDnTv6y0tJSXX36ZBQsWsGjRIrxeL5999lkgy2uRTCYTV/ZMYdFN5zGoSwKvrdrDxIVZZO3ND3ZpIiJyBgEN8aysLAYPHgxAv379yMnJ8S+z2+0sWrQIp7P6HObKykocDkcgy2vRkt0OZo45h5f/ozfllT7uXLKBqR9uJU+fiCYiErICerEXr9eL2+3237ZYLFRWVmK1WjGbzSQlJQGwcOFCiouLueSSS07ahtvtwGq1NFlNFosZj8fVZNsLpqboZVSGi0t7t2Hu59/z1qrdfP79Ee4aksZ/DuyIw9Z0P/fT0WsSmtRLaIqUXiKlDwhsLwENcbfbTVFRkf+2z+fDarXWu/3b3/6WXbt2MXv2bEwm00nb8HrLmrQmj8dFfn5kHNDVlL3cOqA9l6cl8srKnTz/yTb+snYP9wzpwuXdkxp8XZqSXpPQpF5CU6T0Eil9QNP3kpwcc8plAZ1Oz8jIYOXKlQBkZ2fTvXv3esufeuopysrKePXVV/3T6hI8nRJdvPgfvZkztg/RDiu/ef87bl30rfaXi4iECJMRwI+38vl8TJ06lW3btmEYBtOnT2fz5s0UFxfTu3dvrrvuOs4//3z/SG/y5MkMHz683jZyc483aU1699c4VT6D5TkHeWPNHnK95VzQwcNdl3SiT2pskz+XXpPQpF5CU6T0Eil9QGBH4gEN8aagED+1QPRSWlHFsg0H+OPavRwrqWBQlwTuuLgjPVqd+j/Z2dJrEprUS2iKlF4ipQ+I4Ol0CX9RNgs3nNeOv986gLsHdWLDj4VM+tM33L9sI1l78/W55SIiAaSPIpV/i8tuYcqFHRjXL5Ul3/zIovX7uXPJBnq3iWHyBe0Z2jURczMfACci0tIpxOVncTus3HxRB244ry3vbzrEwnX7eOQfm+mU4GTCee24qmcKzgCdmiYi0tJoOl2aRJTNwth+qfzt5gt4blQPHFYLMz7ZzqjX1/LS5zvYl18S7BJFRCKORuLSpKxmE1f0SGF4ejLf7i9k8Tc/snj9ft7J2s8lXRIY1y+VizrFa6pdRKQJKMSlWZhMJvq1i6NfuzgOH+/Csg0HeHfDAe5flkNqrIPRvVszplcrWsdGBbtUEZGwpRCXZpcS4+DOSzpx84Ud+HT7Ef6Rc5A3Vu/h96v3cGHHeMb0bsXQrkk4rNq7IyJyNhTiEjB2q5kRPVMY0TOF/QUl/O+mQyzPOcTj/7uF2CgrV6Qnc2WPFIbE6mp9IiKNoRCXoGgb5+T2iztx68CO/OuHfJbnHGT5pkMs/fYAqXFbuaxbElf2SKF7SnSzX6tdRCRcKcQlqMwmExd2jOfCjvEUlVeycsdRPv0+j7+s38/CdfvoGO/kih7JXNY9mS6JLgW6iEgdCnEJGdF2K1f1bMWEgZ3ZfaCAT7cf4eMth3lzzQ/8fs0PtPdEMaxrEkO7JtInNVZHuItIi6cQl5Dkcdq4tm8bru3bhlxvGSt3HOXz74/yTs0IPcFlY2jXRIZ1TeL89h7sOihORFoghbiEvGS3g+vOTeW6c1M5XlrJ6l15fP79UT76Lpd3NxzEaTNzQYd4BnaK5+LOCaTG6bQ1EWkZFOISVmKirFzZM4Ure6ZQXunjXz/k8+XOo6zefYyVO44C0DHeycWdExjYOZ6Mdh6duiYiEUshLmHLbjVzSZcELumSgGEY/HCshNW7j7F6Vx5/+/ZH3lm/H4fVTP+2cZzXPo4LOnhIbxWD1ax96SISGRTiEhFMJhMdE1x0THAxIaMtpRVVZO0rYM2uPP71Qz5zv9wNQLTdQv92cZzf3sP57T10S4nWAXIiErYU4hKRomwWLumcwCWdEwDIKy4na28B637IZ93efL7cmQdAXJSV/u3iOLdtHOemxtKjlRubRdPvIhIeFOLSIiS47AxPT2Z4ejIAh4+XsW5vPll788naW8Dn31fvT3dYzZzTyk3ftnH0TY2lb2osHqctmKWLiJySQlxapJQYByPPacXIc1oBcKSonA37C/j2x0I2/FjIn9ft422fAUCnBCfnpsZxTms357SOoWtSNFaN1kUkBCjERYCkaDuXdk/m0u7VI/XSiio2HzrOt/urQ/3z74/wXs5BAOwWE91T3JzTKoZzWld/dUxwat+6iAScQlykAVE2CxntPGS08wBgGAb7C0rZfPA4mw4e57tDXpZvOsiS7B+B6gPmerSqDvbuKW66p0TTId4VxA5EpCVQiIs0gslkop3HSTuPkyt6pABQ5TPYnVfM5oPHq78OeVn0zX4qqqqn4R1WM91S3KQluOiWHE33FDfdkqNxO/RrJyJNQ39NRP5NFrOJtKRo0pKiGdO7NQCVVT5255WwLdfLtsNF7DpWwhc7jvqn4gFS46LonhxN16RouiRF0yXRRYd4p46KF5GzphAXaUJWi5muydF0TY5m5Dng8bg4dqyII0XlbDtc5A/37blevvj+KEbN4yxmEx08Trokueic4KJLUjSdE110VLiLyGkoxEWamclkItntINnt4JIuCf77Syuq2HOshF1Hi9l5tIidR4rZnlvEZ9uPUHNgvD/cOye66FQT6h1qvmKjdOqbSEunEBcJkiibhfQUN+kp7nr3l1ZU8cOxEnbWhPuuo8V8f6SIL74/QpXx03oep80f6B3inTUB76KdJ4oomyXA3YhIMCjERUJMlM1Sc4R7/XCvqPKxv6CUH46V1HwV88OxEtbuOcb7mw7VW7d1jIMO8U7axztJjY2irSeKtnFRtI1zEhOlX3uRSKHfZpEwYbOY6ZTgolPCyaeuFZdXsfdYCXtqgr32a8XWXApKK+utGxtlPSHYq8M9NS6K1rEO7YMXCSMKcZEI4LJbSG/lJr2V+6Rl3rJK9heU8mNBKfsLStmfX8L+glK25xaxcsdR/ylxAGYTtIpxVAd6jINWsdX/to510C3VR7TJwKmpepGQoRAXiXBuh7XBfe8APsMg11vO/oIS9ufXhHxBKQcKSlm3t4Bc72H/QXa14qKstK4T7q1iHPVuJ0bbdfU6kQBRiIu0YGaTiVYx1UGc0e7k5ZU+gyPeMg4WllFYZbDzYCEHj5dx6HgZ+wtKydqXj7esqt5jrGYTyW47SdEOUmLs1UfmR9tJjrGTHO0g2W0nJcahEb1IE1CIi8gpWc2m6lF2bBQej4v8jp6T1vGWVVYHe2EZB4+XcqCwjFxvGbnecnYcKeKr3ccoKq866XHRdgsp7upQr/5y1HzZSXHbSYy2k+CyY7dqH73IqSjEReRncTusdHVY6ZoUfcp1isoryfWW+8O9/vdlrNtbwJGicqpOnLun+kC8RJedhGhbzb92El226n+j7STVLIt32bGaNY0vLYtCXESaXbTdSnSCtcEj62v5DINjxRXkess47C3naFE5ecXlHC2qqPm3nO8OHSevuKLBkb0JiHPaSKwX9nYSo23Eu2x4nDbinTY8Lhs2px3DMDBp372EOYW4iIQEs8lEYs3ouker069bUlFVE/IVdcK+fuBv+LGQo0XllFX6GtyGw2omLspKvMvuD/d4Z3XY135f9/6YKKsO2JOQoxAXkbDjtFn8nyp3OoZhUFReRX5JBceKKzhWUkF+SQWlBhzIK66+XVx93w/5JeQXV1BccfIoH8Biqh7pe5zVI/u4KBuxUVZio2x4nFb/97FRVuKcNuJqbju0T1+akUJcRCKWyWTC7bDidljrBb7H4yI/v7jBx5RV+jhWXE5BSSXHSso5VvMGIL/mDUDt97vyiiksraSgpILKBvbl14qymv3BHhtlbVT4xzisOKxmTffLGSnERUTqcFjNNUfkN259wzAoqfBRWFpBQU2oF5ZW1rld/X1haSUFpY0Pf5vFREzNG5CYmi+3w0pMlKXe/a0SXFiqfD+tU+dNgEQ+hbiIyM9gMplw2S247JZGBz+cOvwLSivwllVxvKyS46WV1f+WVeItq+RAYan/dt0r7TXEbjH99AYgqoE3Aw4L0Q4r0XYL7tp/7VaiHRai7Rai7Vad3hcGFOIiIkHw74Z/rbJKH8fLKjHZrfyY6/UH/U/hX1X/dmklPxaU4i2rpLC08rSzALVsFlP1mQX2mmB3/PS92/99zb+Out/Xvimo/j5KuwaajUJcRCQMOaxmHFY7Ho+LRNvZjZgNw6Cs0kdReVXNVyVFZTX/llfhrfN9UVllvfWOeMvZ41+vkvIzzAhA9TX5o+1W/5sWl82C024huuZfl81CfIwDi8+ouW2u+deKy272r++y/fR4qz6oB1CIi4i0OCaTiSibhSibhcRTX6OnUcorfRSXV+GtDX3/G4IG3hyUV1FSXkVxRRXF5VUUlFRQXF5FSUUVJRU+Sk5xZkBDbBaTP9Sddf6NPuF23TcNLpsFp81MlK16mdNmJspa/z5LmF0wKKAh7vP5mDp1Klu3bsVutzNt2jQ6duxYb52SkhKmTJnCc889R1paWiDLExGRs2S3mrFbzXhctp+1HY/HxdG8oppArw752rD33665r/q2j+LyyurvK3z+NwfHak4TrL19qusEnLIfiwlnzRucKKv5p7CvG/w2iz/8a9et/d5ptzC8T9TP+lmcjYCG+IoVKygvL2fx4sVkZ2czc+ZM5s2b51++ceNGnn76aQ4dOhTIskREJARYzD+dEthUKn0GpXXeBJRUVlFaM+ovrTMDUFrZwH0VPkorq980FJRWf0ZA2QmPacgTpZVc3TOlyXo4nYCGeFZWFoMHDwagX79+5OTk1FteXl7O3LlzeeSRRwJZloiIRChrM7wxqOWrObagNvBLKqoor/IxoFsKxwtLmvz5GhLQEPd6vbjdP32mscViobKyEqu1uozzzjvvjNtwux1YrU33EYYWixmP59TXcw4nkdJLpPQB6iVUqZfQEyl9QGB7CWiIu91uioqK/Ld9Pp8/wBvL6y1r0ppOd+WmcBMpvURKH6BeQpV6CT2R0gc0fS/JyTGnXBbQY/QzMjJYuXIlANnZ2XTv3j2QTy8iIhJRAjoSHz58OKtWrSIzMxPDMJg+fTrLly+nuLiY8ePHB7IUERGRsBfQEDebzTzzzDP17mvoNLKFCxcGqiQREZGwpUveiIiIhCmFuIiISJhSiIuIiIQphbiIiEiYUoiLiIiEKYW4iIhImFKIi4iIhCmFuIiISJgyGYZhBLsIEREROXsaiYuIiIQphbiIiEiYUoiLiIiEqYB+AEoo8fl8TJ06la1bt2K325k2bRodO3YMdlmnVVFRwW9+8xv2799PeXk5d911F61bt+bOO++kU6dOAEyYMIGRI0eyZMkSFi1ahNVq5a677uIXv/hFcIs/wTXXXENMTPVn5LZr144777yTRx99FJPJRLdu3Xj66acxm80h38eyZct49913ASgrK+O7775j0aJFYfeafPvttzz//PMsXLiQPXv2NPq1KC0t5eGHH+bo0aNER0cza9YsEhISQqaX7777jmeffRaLxYLdbmfWrFkkJSUxbdo01q9fT3R0NACvvvoqNpstpHqp28emTZsa/X8q1F+TBx98kCNHjgCwf/9+zj33XF566aWQf00a+vvbtWvX4P+uGC3URx99ZPz61782DMMwvvnmG+POO+8MckVntnTpUmPatGmGYRhGXl6eMXToUGPJkiXGW2+9VW+9w4cPG6NHjzbKysqMwsJC//ehorS01Lj66qvr3XfHHXcYX331lWEYhvHkk08aH3/8ccj3caKpU6caixYtCrvX5I033jBGjx5tjBs3zjCMs3st5s+fb7zyyiuGYRjG+++/bzz77LNB68MwTu5l4sSJxubNmw3DMIx33nnHmD59umEYhpGZmWkcPXq03mNDqZcT+zib/1Oh1IdhnNxLrfz8fOOXv/ylcejQIcMwQv81aejvbyj8rrTY6fSsrCwGDx4MQL9+/cjJyQlyRWc2YsQI7r//fv9ti8VCTk4On3/+ORMnTuQ3v/kNXq+XDRs20L9/f+x2OzExMXTo0IEtW7YEsfL6tmzZQklJCTfffDOTJ08mOzubTZs2MWDAAACGDBnC6tWrQ76PujZu3Mj333/P+PHjw+416dChA7Nnz/bfPpvXou7v0ZAhQ1izZk1Qeqh1Yi8vvvgiPXv2BKCqqgqHw4HP52PPnj089dRTZGZmsnTpUoCQ6uXEPs7m/1Qo9QEn91Jr9uzZ3HjjjaSkpITFa9LQ399Q+F1psdPpXq8Xt9vtv22xWKisrMRqDd0fSe00k9fr5b777uOBBx6gvLyccePG0bt3b+bNm8fcuXPp0aOHf6q69nFerzdYZZ8kKiqKW265hXHjxrF7925uu+02DMPAZDIB1fUeP34cr9cb0n3U9frrr/Nf//VfAPTt2zesXpMrr7ySffv2+W+fzWtR9/7adYPpxF5SUlIAWL9+PX/605/485//THFxMTfeeCNTpkyhqqqKyZMn07t375Dq5cQ+zub/VCj1ASf3AnD06FHWrFnDY489BhAWr0lDf39nzZoV9N+VFjsSd7vdFBUV+W/7fL6QDvBaBw4cYPLkyVx99dWMGTOG4cOH07t3bwCGDx/O5s2bT+qtqKio3n+qYOvcuTO//OUvMZlMdO7cGY/Hw9GjR/3Li4qKiI2NDfk+ahUWFrJz504uuugigLB8Teoym3/6s3Cm16Lu/bXrhpoPPviAp59+mjfeeIOEhAScTieTJ0/G6XTidru56KKL2LJlS0j3cjb/p0K5j1offvgho0ePxmKxAITNa3Li399Q+F1psSGekZHBypUrAcjOzqZ79+5BrujMjhw5ws0338zDDz/M2LFjAbjlllvYsGEDAGvWrKFXr1707duXrKwsysrKOH78ODt27Aip/pYuXcrMmTMBOHToEF6vl0suuYS1a9cCsHLlSs4///yQ76PWv/71Ly6++GL/7XB8Teo655xzGv1aZGRk8MUXX/jXPe+884JZ+knee+89/vSnP7Fw4ULat28PwO7du7nhhhuoqqqioqKC9evX06tXr5Du5Wz+T4VyH7XWrFnDkCFD/LfD4TVp6O9vKPyuhP7Qs5kMHz6cVatWkZmZiWEYTJ8+PdglndFrr71GYWEhr776Kq+++ioAjz76KNOnT8dms5GUlMSzzz6L2+1m0qRJ3HDDDRiGwYMPPojD4Qhy9T8ZO3Ysjz32GBMmTMBkMjF9+nTi4+N58sknefHFF+nSpQtXXnklFoslpPuotWvXLtq1a+e/PXXqVJ599tmwek3q+vWvf93o12LChAn8+te/ZsKECdhsNl544YVgl+9XVVXFc889R5s2bbj33nsBuOCCC7jvvvsYM2YM119/PTabjauvvppu3brRrl27kO3lbP5PhfJrUmvXrl3+N1UAaWlpIf+aNPT39/HHH2fatGlB/V3RZVdFRETCVIudThcREQl3CnEREZEwpRAXEREJUwpxERGRMKUQF4kggTxOVcfEigSfQlwkTKWnp/PWW28B1Receeihh9i0aVNAnnv79u3cdNNN/ttr164lPT2djRs3BuT5RaSaQlwkTC1evJgxY8YA8N133/H+++8HbHT84Ycf1gvsXr16sXjxYtLS0gLy/CJSrcVe7EUk3PXr1y/YJfi53e6QqkekpdBIXCRM1U6nr127lsmTJwPVV8N79NFH/essWLCAK664gt69ezNq1Cg++OAD/7J9+/aRnp7O22+/zaWXXsoll1zC+vXrMQyDt99+mzFjxtCnTx/69+/PlClT2Lp1K1D96VNz5syhuLiY9PR0li1b1uB0+ieffMJ1111Hv379GDp0KC+//DIVFRX+5Zdeeim///3vefrppxkwYAAZGRn8+te/DpkPhhEJBwpxkTDXq1cvnnrqKQBmzJjB3XffDcCcOXOYNWsWI0eO5LXXXuPiiy/mv//7v/nnP/9Z7/G/+93v+NWvfsXDDz9M7969mT9/Ps8//zxjx47lrbfe4sknn+T777/3f+LUuHHjGDt2LFFRUSxevJhhw4adVNPixYu555576NOnD3PmzOHGG29k/vz5/m3Uev311yksLOTFF1/kgQce4H//93+ZN29eM/yURCKTptNFwpzb7aZr164AdOvWjQ4dOlBYWMgbb7zBrbfeygMPPADAoEGDKCoq4oUXXuCqq67yP/6aa65h5MiR/tsHDhzg7rvv9h+4NmDAAAoLC5kxYwZFRUW0bt2a1q1bYzabG5xC9/l8vPzyy4waNYqpU6f6nzsmJoann36aW2+9lR49egDQunVrXnzxRUwmE4MGDeLrr79m5cqVPPzww83wkxKJPBqJi0Sg7OxsysrKGDZsGJWVlf6vIUOGsHfvXvbu3etf98SD0Z544gnuuusu8vLyWLduHUuWLOHTTz8FoLy8/IzPvWPHDvLy8hgxYkS9+0ePHg3AunXr/Pf16dPH/3nMUB3qxcXFZ9+wSAulkbhIBMrPzwcgMzOzweW5ubmkpKQAkJiYWG/Zjh07ePLJJ8nKysLpdNKjRw+io6OBxp0bXlBQ0OB23W43Doej3j5vp9NZbx2TyaTzz0XOgkJcJALFxMQAMHfuXFq1anXS8s6dO/uDvi6fz8ddd92Fx+Nh+fLldO3aFbPZzJ///Ge+/PLLRj23x+MB4OjRo/XuLywspKyszL9cRH4+TaeLRACLxVLv9rnnnovNZuPo0aP06dPH/7V9+3bmzp17yu3k5eWxZ88err/+erp3747ZXP0n4v/+7//qrVd7f0M6d+5MfHw8H374Yb37a4+Mz8jIOKveROTUNBIXiQC1I+8vvvgCl8tFWloakyZNYubMmRQUFNC3b1+2bNnCSy+9xGWXXYbb7W5wJJ6UlERqaipvv/02SUlJmM1m/v73v/P5558DUFJSAkBsbCwlJSWsWLGCvn371tuGxWLhnnvu4dlnnyUuLo7LLruMrVu3Mnv2bEaMGEH37t2b9Wch0pIoxEUiQLdu3bj66qt5/fXXycnJ4bXXXuPhhx8mISGBJUuW8Morr5CSksJNN93EPffcc9ptzZ49m2nTpvHAAw/gdrvp06cPf/jDH/jP//xPsrOzadu2LaNGjeLvf/87DzzwAPfff/9JQX7jjTcSFRXF/Pnz+etf/0pKSgpTpkzxn/4mIk3DZOgoEhERkbCkfeIiIiJhSiEuIiISphTiIiIiYUohLiIiEqYU4iIiImFKIS4iIhKmFOIiIiJhSiEuIiISphTiIiIiYer/A6qKNji6web/AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the learning history\n", "_, ax = plt.subplots(figsize=(8, 6))\n", "ax.plot(blr.costs)\n", "ax.set_xlabel('iteration', fontsize=16)\n", "ax.set_ylabel('cost', fontsize=16)\n", "ax.set_title('learning rate = {}'.format(blr.eta), fontsize=16, fontweight='bold')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"sklearn-lr\"></a>\n", "\n", "## 14.6 使用 Scikit-Learn 的 LogisticRegression\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WDBC data loaded:\n", "\tTraining set shape: X (455, 30), Y (455,)\n", "\tTesting set shape: X (114, 30), Y (114,)\n" ] } ], "source": [ "# load data\n", "dsWdbc = WdbcDataset()\n", "# 注意: scikit-learn 的模型接受的輸入都是 (n_samples, n_features) 的形狀\n", "X_train, X_test, Y_train, Y_test = dsWdbc.get_xy(standardize=True, transpose=False)\n", "\n", "print('WDBC data loaded:')\n", "print('\\tTraining set shape: X {}, Y {}'.format(X_train.shape, Y_train.shape))\n", "print('\\tTesting set shape: X {}, Y {}'.format(X_test.shape, Y_test.shape))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy = 0.974\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "sklr = LogisticRegression(max_iter=300)\n", "\n", "sklr.fit(X_train, Y_train)\n", "\n", "# 測試模型的準確度\n", "print('Accuracy = {:.3f}'.format(sklr.score(X_test, Y_test)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"references\"></a>\n", "\n", "## References\n", "\n", "1. Andrew Ng, \"*Neural Networks and Deep Learning*\", Deep Learning Specialization Couse 1, 2017. [[YouTube]](https://youtu.be/CS4cs9xVecg?list=PLkDaE6sCZn6Ec-XTbcX1uRg2_u4xOEky0)\n", "2. Sebastian Raschka and Vahid Mirjalili. \"*Python Machine Learning: Machine Learning and Deep Learning with Python, Scikit-Learn, and TensorFlow*\". Second edition, Packt Publishing, 2017.\n", "3. Murphy, Kevin P. \"*Machine learning: a probabilistic perspective*\". MIT press, 2012.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 2 }