{"cells":[{"cell_type":"markdown","metadata":{"id":"-Y8xDCvJ8-Aw"},"source":["# k-Nearest Neighbors (k-NN)\n"]},{"cell_type":"markdown","metadata":{"id":"bXw_1EA29KND"},"source":["ใน tutorial ก่อนหน้านี้ เราได้เรียนรู้การทำงานของ linear regression, logistic regression, support vector machine, decision tree และ random forest ซึ่งเป็น supervised machine learning algorithms ชนิดมีโมเดลพารามิเตอร์ที่ต้องปรับเพื่อ optimize โมเดล ใน tutorial นี้ เราจะมาแนะนำ **k-Nearest Neighbors (k-NN)** ซึ่งเป็นตัวอย่างของ supervised machine learning algorithm ชนิด **non-parametric** กล่าวคือ k-NN algorithm เป็นโมเดลที่ไม่มีโมเดลพารามิเตอร์ ทำได้ทั้งการจำแนกหมวดหมู่ (classification) และ การทำนายค่า (regression) โดยอ้างอิงจากความใกล้ชิดของจุดข้อมูล (proximity) บน feature space ภายใต้สมมติฐานที่ว่า จะพบจุดข้อมูลที่คล้ายกันอยู่ใกล้กัน โดยใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่\n","\n","\n","\n","[Slides: K Nearest Neighbors](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_knn.pdf)\n","\n","
\n","\n","สมมติ ว่า เรามีจุดข้อมูลที่ต้องการทราบว่าอยู่ในคลาสไหน กระบวนการทำงานของ k-NN algorithm เริ่มต้นด้วยการค้นหาจุดข้อมูลเพื่อนบ้านจำนวน $k$ จุดที่อยู่ใกล้กับจุดข้อมูลที่สนใจมากที่สุด โดยพิจารณาจากระยะห่างระหว่างจุดข้อมูลที่สนใจและจุดข้อมูลเพื่อนบ้าน จากนั้นโมเดลจะทำนายคลาสของจุดที่สนใจจากผลโหวตของจุดข้อมูลเพื่อนบ้านที่ถูกคัดเลือกมาจำนวน k จุดนั้น"]},{"cell_type":"markdown","metadata":{"id":"8gfQ_iZKbUFa"},"source":["![KNN-Concept-low.png](data:image/png;base64,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)\n","\n","k-NN algorithm adapted from [ที่มา](https://blakelobato1.medium.com/k-nearest-neighbor-classifier-implement-homemade-class-compare-with-sklearn-import-6896f49b89e)"]},{"cell_type":"markdown","metadata":{"id":"xCTpr3jirWAg"},"source":["จากรูปตัวอย่างนี้ โมเดล k-NN กำหนดจำนวนจุดข้อมูลเพื่อนบ้าน $k=3$ ที่จะถูกใช้ในการโหวตเพื่อทำนายคลาสของจุดข้อมูลสีเหลือง โดยพบว่า ในวงเพื่อนบ้านทั้งสาม ประกอบด้วย class A จำนวน 1 จุดข้อมูล และ class B จำนวน 2 จุดข้อมูล ดังนั้น จุดข้อมูลสีเหลืองจะถูกทำนาย ว่า อยู่ใน class B\n","\n","ทั้งนี้ ในตัวอย่างนี้เป็นการคำนวณระยะห่างของจุดข้อมูลด้วย Euclidean distance แต่ยังมีการพิจารณาระยะห่างแบบอื่นๆ อีก ดังต่อไปนี้"]},{"cell_type":"markdown","metadata":{"id":"5a4UhFO8cPCN"},"source":["![KNN-Distance-low.png](data:image/png;base64,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)\n","\n","ที่มา [A brief introduction to Distance Measures](https://medium.com/mlearning-ai/a-brief-introduction-to-distance-measures-ac89cbd2298)"]},{"cell_type":"markdown","metadata":{"id":"Sqao_1LwVPmE"},"source":["สมมติว่า จุดข้อมูล 2 จุดบน feature space สามารถแทนด้วยเวกเตอร์ $\\vec{r_1}=(r_{1,1}, r_{1,2},..., r_{1,i},..., r_{1,m})$ และ $\\vec{r_2}=(r_{2,1}, r_{2,2},..., r_{2,i},..., r_{2,m})$ เมื่อ $m$ คือ จำนวน features การหาระยะห่างระหว่างจุดข้อมูลทั้งสองสามารถคำนวณได้หลายวิธี โดยเราจะยกตัวอย่าง 3 สมการหลักที่ใช้กันทั่วไป ได้แก่\n","\n","1. Euclidean Distance\n","\n","Euclidean distance คือระยะทางเป็นเส้นตรงระหว่างจุดสองจุดใน Euclidean space จึงสามารถคำนวณได้โดยใช้ทฤษฎีพีทาโกรัส (Pythagorean theorem)\n","\n","$$\n","d_{Euclidean}(\\vec{r_1},\\vec{r_2}) = \\sqrt{\\sum_{j=1}^{m} (r_{1,j} - r_{2,j})^2}\n","$$\n","\n","2. Manhattan Distance:\n","\n","Manhattan distance หรือที่รู้จักกันในอีกชื่อ taxicab distance เนื่องจากพัฒนามาจากแนวคิดที่ว่า ระยะห่างระหว่างจุดสองจุดสามารถหาได้จากเส้นตาราง (grid) แทนที่จะเป็นเส้นตรง เหมือนเวลาที่รถแท็กซี่ขับไปบนถนนจากจุดหนึ่งไปสู่อีกจุดหนึ่งบนเกาะ Manhattan ที่มีการวางผังถนนเป็นเส้นตรงตัดกัน ดังนั้น Manhattan distance คำนวณระยะห่างโดยรวมความแตกต่างสัมบูรณ์ของพิกัดระหว่างจุดสองจุด\n","\n","$$\n","d_{Manhattan}(\\vec{r_1},\\vec{r_2}) = \\sum_{j=1}^{m} |r_{1,j} - r_{2,j}|\n","$$\n","\n","3. Minkowski Distance\n","\n","Minkowski distance เป็นการ generalization ของ Euclidean distance และ Manhattan distance\n","\n","$$\n","d_{Minkowski}(\\vec{r_1},\\vec{r_2}) = \\sum_{j=1}^{m} \\big(|r_{1,j} - r_{2,j}|^p\\big)^{1/p}\n","$$\n","\n","พารามิเตอร์ $p\\ge1$ ใช้กำหนดรูปแบบของระยะทาง โดย\n","- เมื่อ $p=1$ Minkowski distance จะมีค่าเท่ากับ Manhattan distance\n","- เมื่อ $p=2$ Minkowski distance จะมีค่าเท่ากับ Euclidean distance\n","- เมื่อ $1"]},"metadata":{},"output_type":"display_data"}],"source":["def generate_multi_class_dataset(n_classes, mean_class, std_class, n_samples):\n"," # สร้างชุดข้อมูลแบบ multi-class\n"," # ตั้งค่า random seed เพื่อให้สามารถสร้างชุดข้อมูลเดิมทุกครั้ง เพื่อใช้สำหรับการสอน\n"," np.random.seed(RANDOM_SEED)\n","\n"," # กำหนด จำนวน features\n"," n_features = 2\n","\n"," # สร้างข้อมูล x สำหรับแต่ละคลาส\n"," x_data = []\n"," for label in range(n_classes):\n"," _ = np.random.normal(mean_class[label], std_class[label], (n_samples, n_features))\n"," x_data.append(_)\n","\n"," # สร้างข้อมูล y หรือ labels สำหรับแต่ละคลาส\n"," y_data = []\n"," y_data.append(np.zeros(n_samples))\n"," for label in range(1, n_classes):\n"," y_data.append(label*np.ones(n_samples))\n","\n"," # รวมข้อมูล x และ y จากทุกคลาส\n"," x = np.vstack((x_data))\n"," y = np.hstack(y_data)\n","\n"," return x, y\n","\n","# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-2], [2,2]]\n","std_class = [[0.5,0.5], [1.5,1.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"WTsmr07CpjLc"},"source":["## k-NN เมื่อปรับชนิด `'metric'` ที่ใช้คำนวณ distance ระหว่างจุดข้อมูล\n","\n","เราจะลองใช้ `metric` ที่แตกต่างกัน เพื่อดูผลของการจำแนกคลาสจาก decision boundary"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":1539,"status":"ok","timestamp":1692639135338,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"AuZFKc6Coe6A","outputId":"70ba60b2-cf67-4f16-afa1-04a57cac78ae"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","weight = 'uniform'\n","models = (KNC(weights=weight, metric='euclidean'),\n"," KNC(weights=weight, metric='manhattan'),\n"," KNC(weights=weight, metric='minkowski', p=3),\n"," )\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = (clf.fit(x, y) for clf in models)\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['KNC: Euclidean distance',\n"," 'KNC: Manhattan distance',\n"," 'KNC: Minkowski distance (degree 3)'\n"," ]\n","\n","# สร้าง cmap สำหรับแสดงผลตามสีแต่ละ class\n","cmap_2classes = colors.ListedColormap(['b', 'r'])\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(4*3, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"AnhfRl9gp5Ih"},"source":["รูปแสดง decision boundary ของโมเดล k-NN เมื่อเลือกกำหนด `'metric'` ที่คำนวณ distance ระหว่างจุดข้อมูลที่ต่างกันไป\n","\n","จะสังเกตเห็นว่า เนื่องจากชุดข้อมูลมีการกระจายตัวแบ่งกลุ่มอย่างชัดเจน ทำให้โมเดลสามารถจำแนกข้อมูลได้คล้ายคลึงกัน ถึงแม้ว่า decision boundary มีความแตกต่างกัน"]},{"cell_type":"markdown","metadata":{"id":"u_HOXU7OoOwV"},"source":["## k-NN เมื่อปรับค่า `n_neighbors`\n","\n","จำนวนจุดข้อมูลเพื่อนบ้าน k จะกำหนดด้วย hyperparameter ชื่อ `n_neighbors` โดยมีค่า default เป็น `n_neighbors = 5`\n"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":1379,"status":"ok","timestamp":1692639136714,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"tGdMFONFU5EG","outputId":"242d7b22-8903-4004-e249-958382dbc991"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = [KNC(n_neighbors=3),\n"," KNC(n_neighbors=5),\n"," KNC(n_neighbors=25)\n"," ]\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = [clf.fit(x, y) for clf in models]\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['KNC: n_neighbors=3',\n"," 'KNC: n_neighbors=5',\n"," 'KNC: n_neighbors=25'\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(4*3, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"AW4dvIfJjZFR"},"source":["การเลือกค่า `n_neighbors` ที่เหมาะสมจะมีความจำเพาะต่อชุดข้อมูล ยิ่งกำหนดให้ `n_neighbors` มีค่ามากจะช่วยลดผลของ noise ทำให้ได้ decision boundary ที่ smooth แต่ในขณะเดียวกันก็จะทำให้ความสามารถในการจำแนกลดลง ดังจะเห็นได้จากจำนวนข้อมูล class 1 (จุดสีแดง) ที่โมเดลทำนายผิด ว่าเป็น class 0 ที่ปรากฏในพื้นที่สีฟ้า"]},{"cell_type":"markdown","metadata":{"id":"j4q4yM9-7HhD"},"source":["**Quiz:** ถ้ากำหนดให้ `n_neighbors` มีค่าสูงมาก ๆ จะเป็นยังไงบ้าง"]},{"cell_type":"markdown","metadata":{"id":"sWfYhDh8HYRN"},"source":["## k-NN เมื่อปรับค่า `weights` ของจุดข้อมูล\n","\n","ที่ผ่านมา โมเดลจะจำแนกคลาสของจุดข้อมูลที่สนใจจากจุดข้อมูลที่อยู่ใกล้เคียงเป็นจำนวน `n_neighbors` จุด โดยเลือกคลาสที่มีจำนวนมากที่สุดเป็นคลาสของจุดข้อมูลที่สนใจ ซึ่งเป็นการให้น้ำหนักในการโหวตกับทุกจุดข้อมูลเพื่อนบ้านเท่าเทียมกัน หรือ `weights='uniform'` ซึ่งเป็นค่า default ของโมเดล k-NN ในไลบรารี่ `scikit-learn`\n","\n","แต่หากเรามีสมมติฐานที่ว่า เพื่อนบ้านที่อยู่ใกล้เราที่สุดจะรู้จักเราดีที่สุด เราสามารถเลือกใช้ `weights='distance'` เพื่อให้โมเดลให้น้ำหนักจุดข้อมูลแต่ละจุดไม่เท่ากัน โดยอ้างอิงตามระยะห่างของจุดข้อมูลนั้นและจุดที่สนใจ"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":765,"status":"ok","timestamp":1692639137475,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"97TYVhnYG9Pn","outputId":"97d1deda-14be-4f07-9a96-7b93593d1d7d"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = [KNC(n_neighbors=5, weights='uniform'),\n"," KNC(n_neighbors=5, weights='distance')\n"," ]\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = [clf.fit(x, y) for clf in models]\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['KNN with n_neighbors=5, weights=\"uniform\"',\n"," 'KNN with n_neighbors=5, weights=\"distance\"'\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,2, figsize=(8, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"P9nzsbJzlfgp"},"source":["รูปแสดง decision boundary ของโมเดล k-NN เมื่อเลือกกำหนด `weights` ต่างกัน"]},{"cell_type":"markdown","metadata":{"id":"FT9RQGhhyfb0"},"source":["**Quiz:** จากรูปที่มีการเปรียบเทียบ decision boundary สามารถอธิบายได้หรือไม่ว่า `weights` ที่ต่างกันมีผลอย่างไร"]},{"cell_type":"markdown","metadata":{"id":"ASiXinso96ZA"},"source":["## k-NN Classification Pipeline\n","\n","ต่อไปเราจะลองพัฒนาโมเดล k-NN อย่างครบกระบวนการ ด้วยชุดข้อมูลที่จะสร้างขึ้น"]},{"cell_type":"markdown","metadata":{"id":"3H6G4zaql__3"},"source":["### Generate 3-class Dataset"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":842,"status":"ok","timestamp":1692639138314,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"G67JIqDH2I0H","outputId":"c1b98831-7d5d-47dc-da7b-18511069f942"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 3\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,2], [1,0], [2,1]]\n","std_class = [[0.5,0.5], [0.75,0.75],[0.75,0.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 200\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่สร้างขึ้น\n","plt.figure(figsize = (5,5))\n","color_list = ['b','r','g']\n","cmap_3classes = colors.ListedColormap(color_list)\n","for label in range(n_classes):\n"," plt.scatter(x[y==label, 0], x[y==label, 1], c=color_list[label], label='Class '+str(label))\n","\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated 3-class dataset')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"EMi8x6jhmuh3"},"source":["ข้อมูลที่สร้างขึ้นมีประกอบด้วย 2 features และ 3 classes (class: 0, 1, 2) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 200 จุด เราจะพัฒนาโมเดล k-NN เพื่อจำแนกข้อมูลแต่ละคลาสออกจากกัน\n","\n","เมื่อสังเกตการกระจายตัวของข้อมูล พบว่า class 0 มีการกระจายข้อมูลแบ่งแยกออกมาอย่างเห็นได้ชัด ในขณะที่ class 1 และ class 2 จะกระจายตัวอยู่ร่วมกัน"]},{"cell_type":"markdown","metadata":{"id":"7fE3HUJqKaCF"},"source":["### แบ่งข้อมูลเป็น training data และ test data\n","\n","โดยใช้ [train_test_split](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html) จากไลบรารี่ `scikit-learn`\n","\n","ในตัวอย่างนี้เราจะใช้ default value ซึ่งจะ shuffle ข้อมูลก่อนแบ่งข้อมูล และ ไม่ stratify (ไม่กำกับสัดส่วนของคลาสใน training data และ test data)\n","\n","อย่างไรก็ดี ในกรณีที่ข้อมูลประกอบด้วยคลาสต่างๆ ที่มีสัดส่วนต่างกันอย่างมาก (imbalanced dataset) การทำ stratify มีความจำเป็นอย่างมากเพื่อคงสัดส่วนของแต่ละคลาส ใน training data และ test data"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1692639138315,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Sdb-YV5Umpu5","outputId":"50e89312-8c1c-411f-a75b-6a9aa8ebd2d2"},"outputs":[{"name":"stdout","output_type":"stream","text":["Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 169.]\n"," [ 1. 155.]\n"," [ 2. 156.]]\n","Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 31.]\n"," [ 1. 45.]\n"," [ 2. 44.]]\n"]}],"source":["# สร้าง training data และ test data โดยแบ่งจากชุดข้อมูล x,y\n","x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2,\n"," stratify=None,\n"," shuffle=True,\n"," random_state=RANDOM_SEED)\n","\n","print('Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_train, return_counts=True)\n","print(np.asarray((unique, counts)).T)\n","\n","print('Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_test, return_counts=True)\n","print(np.asarray((unique, counts)).T)"]},{"cell_type":"markdown","metadata":{"id":"m_fWWAGVVocW"},"source":["### ทำการ standardize ข้อมูลทั้งหมด\n","ใช้ mean และ standard deviation (SD) จาก training data ในการ standardize test set เพื่อป้องกัน information leak"]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":9,"status":"ok","timestamp":1692639138315,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"hIyY2W9cVnw_"},"outputs":[],"source":["# สร้าง standardized scaler จาก features ใน training data\n","x_scaler = StandardScaler().fit(x_train)\n","\n","# scale ค่า features ใน training data และ test data\n","x_train = x_scaler.transform(x_train)\n","x_test = x_scaler.transform(x_test)"]},{"cell_type":"markdown","metadata":{"id":"h1wlV_AgVU8h"},"source":["### เทรนโมเดล ด้วย base model (default hyperparameter)"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":723},"executionInfo":{"elapsed":707,"status":"ok","timestamp":1692639139013,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Pdk_i0enOkGe","outputId":"912ccad5-1501-49f4-a039-aee6b2e144c2"},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 0.99 1.00 0.99 169\n"," 1.0 0.89 0.87 0.88 155\n"," 2.0 0.89 0.89 0.89 156\n","\n"," accuracy 0.92 480\n"," macro avg 0.92 0.92 0.92 480\n","weighted avg 0.92 0.92 0.92 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.81 0.87 0.84 45\n"," 2.0 0.85 0.80 0.82 44\n","\n"," accuracy 0.88 120\n"," macro avg 0.89 0.89 0.89 120\n","weighted avg 0.88 0.88 0.87 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# สร้างโมเดล\n","base_clf = KNC()\n","\n","# สอนโมเดลด้วย training data\n","base_clf.fit(x_train,y_train)\n","\n","# ให้โมเดลทำนาย training data\n","y_pred = base_clf.predict(x_train)\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: base model')\n","\n","# ให้โมเดลทำนาย test data\n","y_pred = base_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ test set\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: base model')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"RLkyePoad1br"},"source":["### ปรับแต่งโมเดล (Hyperparameter Tuning) ด้วย [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV) และ train โมเดล\n","\n","โดยเราจะปรับแต่งโมเดล โดย tune 2 hyperparameters ที่สำคัญของโมเดล k-NN ได้แก่\n","1. `weights`\n","2. `n_neighbors`\n","\n","ในไลบรารี่ `scikit-learn` ยังมีวิธีการอื่นๆ ในการปรับแต่งโมเดล เช่น\n","- [CrossValScore](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score)\n","- [RandomizedSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html)\n","\n"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":794},"executionInfo":{"elapsed":602,"status":"ok","timestamp":1692639139609,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Ayu2fEKRek8i","outputId":"e701cdf0-1279-4c17-91cf-689dc6c68979"},"outputs":[{"name":"stdout","output_type":"stream","text":["Best hyperparameters: {'n_neighbors': 7, 'weights': 'distance'}\n","Best cross-validation score: 0.90\n","Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 169\n"," 1.0 1.00 1.00 1.00 155\n"," 2.0 1.00 1.00 1.00 156\n","\n"," accuracy 1.00 480\n"," macro avg 1.00 1.00 1.00 480\n","weighted avg 1.00 1.00 1.00 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.83 0.89 0.86 45\n"," 2.0 0.88 0.82 0.85 44\n","\n"," accuracy 0.89 120\n"," macro avg 0.90 0.90 0.90 120\n","weighted avg 0.89 0.89 0.89 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# กำหนดช่วงค่า hyperparameters ในรูปแบบ dictionary\n","clf_params = {'weights': ['uniform','distance'],\n"," 'n_neighbors': [3, 5, 7, 9, 11]\n"," }\n","\n","# แบ่งข้อมูล training data ด้วย 5-fold cross-validation เพื่อ tune hyperparameter\n","cv_splitter = KFold(n_splits=5, shuffle=True, random_state=RANDOM_SEED)\n","\n","# ใช้ GridSearchCV เพื่อสอนโมเดลจากชุดค่า hyperparameters จาก clf_params\n","# และคำนวณค่า accuracy ของแต่ละโมเดล เพื่อเลือกชุด hyperparameters ที่ดีที่สุด\n","# โดยใช้เทคนิค cross-validation ในการแบ่งกลุ่ม validation data จาก training data\n","tuned_clf = GridSearchCV(estimator=base_clf, param_grid=clf_params,\n"," scoring=['accuracy'], refit='accuracy', cv=cv_splitter)\n","\n","# fit โมเดลด้วย training data และ ให้โมเดลทำนายค่า y จาก training data\n","tuned_clf.fit(x_train, y_train)\n","y_pred = tuned_clf.predict(x_train)\n","\n","# แสดงผล hyperparameters ที่ดีที่สุด และ cross-validation score\n","print('Best hyperparameters: {}'.format(tuned_clf.best_params_))\n","print(\"Best cross-validation score: {:.2f}\".format(tuned_clf.best_score_))\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของโมเดลจาก training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: tuned model')\n","\n","# ให้โมเดลทำนายค่า y จาก test data\n","y_pred = tuned_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล จาก test data\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","# คำนวนและแสดงผล confusion matrix จาก test data\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: tuned model')\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Tn0RE9gT8tV8"},"source":["จะสังเกตได้ว่า เมื่อมีการปรับจูน hyperparameters ของโมเดลให้มีความเหมาะสมแล้ว เราได้โมเดลที่เรียนรู้จากข้อมูลชุดเดิม แล้วสามารถทำนาย test data ได้ค่า accuracy ที่สูงขึ้น โดยเมื่อพิจารณา Confusion Matrix จะพบว่า โมเดลสามารถจำแนกข้อมูล class 1 และ class 2 ได้ดีขึ้น"]},{"cell_type":"markdown","metadata":{"id":"29-y0wXvFC2L"},"source":["### Decision Boundary\n","\n","เราจะมาลองดู decision boundary ของโมเดลบน training data และ test data"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":1621,"status":"ok","timestamp":1692639141226,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"bfIE9-qhFFKF","outputId":"0a1944bb-5810-49ba-f8bb-7a47c6f3cba2"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot the decision boundaries\n","fig, axes = plt.subplots(1,2, figsize=(7, 4))\n","titles = ['[Training Data] \\nk-NN: Decision boundary', '[Test Data] \\nk-NN: Decision boundary']\n","for x, y, title, ax in zip([x_train, x_test], [y_train, y_test], titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(tuned_clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_3classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_3classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"72jj2ZkIFvFX"},"source":["แสดง decision boundary ของโมเดล k-NN เมื่อ `n_neighbors=7` และ `weights='distance'` ซึ่งเป็นโมเดลที่ได้รับการปรับจูนให้เหมาะสมกับการเรียนรู้จากชุดข้อมูลนี้"]},{"cell_type":"markdown","metadata":{"id":"1VBJ43W6DxEB"},"source":["**Discuss:** ข้อเสียของโมเดล k-NN\n","\n","เทคนิคนี้ต้องจัดเก็บ training set ทั้งอัน รวมถึงต้องคำนวณ distance ระหว่างแต่ละคู่จุดข้อมูล ซึ่งจะเป็นปัญหาอย่างมากเมื่อเรามีจำนวนจุดข้อมูลใน training set จำนวนมาก\n","\n","ในทางปฏิบัติ เวลาที่จะหา neighbors ใกล้ตัวของจุดข้อมูล เราสามารถใช้เทคนิค tree-based search structures เพื่อให้สามารถหา neighbors เหล่านั้นได้อย่างรวดเร็วกว่าการไปไล่ดูทุกจุดข้อมูลใน training set แต่ก็ต้องแลกมากับความคาดเคลื่อนที่อาจเกิดขึ้นได้"]},{"cell_type":"markdown","metadata":{"id":"sh3gu-mnJpIg"},"source":["**ผู้จัดเตรียม code ใน tutorial**: ดร. กนกกร พิมพ์เจริญ"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}