Machine Learning
Scikit-Learn : DecisionTreeClassifier
ใน เริ่มต้นศึกษา Machine Learning ด้วย Python และ Scikit-Learn. เป็นการแนะนำการใช้งาน และ การเขียนโปรแกรม machine learning อย่างง่าย โดยใช้ DecisionTreeClassifier สำหรับในตอนนี้จะขอใช้โปแกรมเดิม และเพิ่มเติมรายละเอียดในการทำงานให้ละเอียดยิ่งขึ้น โดยจะแทรกเนื้อหาที่เกี่ยวข้องกับทฤษฏี คณิตศาสตร์ สถิติ และศาสตร์อื่นๆ ที่เกี่ยวข้อง ดังนี้
โปรแกรมเดิมจาก เริ่มต้นศึกษา Machine Learning ด้วย Python และ Scikit-Learn.
from sklearn.datasets import load_iris
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import accuracy_score
iris_data = load_iris()
x = iris_data.data
y = iris_data.target
x_train, x_test, y_train, y_test = train_test_split(x,y, random_state = 0)
model = DecisionTreeClassifier()
model.fit(x_train,y_train)
pred = model.predict(x_test)
acc = accuracy_score(y_test, pred)
print('accuracy score: ',acc)
new_predict = model.predict([[5.3, 2.4, 3.5, 1.8]])
print(new_predict)
โดยเราสามารถวาดกราฟ เพื่อแสดงความสัมพันธ์ของข้อมูลในโมเดลที่ผ่านการเรียนรู้แล้วได้ ใช้ plot_ree (จาก sklearn.tree) และ pyplot (จาก matplotlib ) และเรียกใช้งานได้ดังนี้
from sklearn.datasets import load_iris
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier, plot_tree
from sklearn.metrics import accuracy_score
from matplotlib import pyplot as plt
iris_data = load_iris()
x = iris_data.data
y = iris_data.target
x_train, x_test, y_train, y_test = train_test_split(x,y, random_state = 0)
model = DecisionTreeClassifier()
model.fit(x_train,y_train)
pred = model.predict(x_test)
acc = accuracy_score(y_test, pred)
print('accuracy score: ',acc)
new_predict = model.predict([[5.3, 2.4, 3.5, 1.8]])
print(new_predict)
plot_tree(model)
plt.show()
*ผลการทำงาน*
เพิ่มเติมรายละเอียดการทำงาน
ถาม-ตอบ
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nEcdyGgx Nov. 3, 2024, 10:25 p.m.
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nEcdyGgx Nov. 3, 2024, 10:36 p.m.
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nEcdyGgx Nov. 3, 2024, 10:38 p.m.
nEcdyGgx Nov. 3, 2024, 10:38 p.m.
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nEcdyGgx Nov. 3, 2024, 10:39 p.m.
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nEcdyGgx Nov. 3, 2024, 10:40 p.m.
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nEcdyGgx Nov. 3, 2024, 10:40 p.m.
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