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# استيراد المكتبات اللازمة لتحليل وتصوير البيانات | |
import numpy as np | |
import pandas as pd | |
import matplotlib.pyplot as plt | |
import matplotlib.cm as cm | |
%matplotlib inline | |
# استيراد المكتبات اللازمة لنماذج التعلم الآلي | |
from sklearn.svm import SVC | |
from sklearn.linear_model import LogisticRegression | |
from sklearn.neighbors import KNeighborsClassifier | |
from sklearn.ensemble import RandomForestClassifier | |
# استيراد دوال قياس أداء النماذج | |
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report |
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