diff --git a/Machine Learning/DecisionTree.py b/Machine Learning/DecisionTree.py
new file mode 100644
index 0000000..89f15ae
--- /dev/null
+++ b/Machine Learning/DecisionTree.py	
@@ -0,0 +1,36 @@
+from sklearn.tree import DecisionTreeClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report
+import pandas as pd
+
+# Load the Mushroom dataset
+df = pd.read_csv('Mushroom.csv')
+
+# Preprocessing data
+le = LabelEncoder()
+columns = ['class', 'cap-shape', 'cap-surface', 'cap-color',
+       'does-bruise-or-bleed', 'gill-attachment', 'gill-color',
+        'stem-color', 'has-ring', 'ring-type',
+       'habitat', 'season']
+for column in columns:
+    encoded_values = le.fit_transform(df[column])
+    df[column] = encoded_values
+
+# Split the data into training/testing sets
+X = df.drop('class', axis=1)
+y = df['class']
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
+
+# Create Decision Tree model
+classifier = DecisionTreeClassifier()
+
+#Train the model
+classifier.fit(X_train, y_train)
+
+#Predict for the test set
+y_pred = classifier.predict(X_test)
+
+#Print the classification report
+target_name = ["Edible", "Possinus"]
+print(classification_report(y_test, y_pred, target_names = target_name))
\ No newline at end of file
diff --git a/Machine Learning/FoodTruck.csv b/Machine Learning/FoodTruck.csv
new file mode 100644
index 0000000..413fd7c
--- /dev/null
+++ b/Machine Learning/FoodTruck.csv	
@@ -0,0 +1,98 @@
+city_population,food_truck_profit
+6.1101,17.592
+5.5277,9.1302
+8.5186,13.662
+7.0032,11.854000000000001
+5.8598,6.8233
+8.3829,11.886
+7.4764,4.3483
+8.5781,12.0
+6.4862,6.5987
+5.0546,3.8166
+5.7107,3.2522
+14.164000000000001,15.505
+5.734,3.1551
+8.4084,7.2258
+5.6407,0.71618
+5.3794,3.5129
+6.3654,5.3048
+5.1301,0.56077
+6.4296,3.6518
+7.0708,5.3893
+6.1891,3.1386
+20.27,21.767
+5.4901,4.263
+6.3261,5.1875
+5.5649,3.0825
+18.945,22.638
+12.828,13.501
+10.957,7.0467
+13.175999999999998,14.692
+22.203000000000003,24.147
+5.2524,-1.22
+6.5894,5.9966
+9.2482,12.134
+5.8918,1.8495
+8.2111,6.5426
+7.9334,4.5623
+8.0959,4.1164
+5.6063,3.3928
+12.835999999999999,10.117
+6.3534,5.4974
+5.4069,0.55657
+6.8825,3.9115
+11.708,5.3854
+5.7737,2.4406
+7.8247,6.7318
+7.0931,1.0463
+5.0702,5.1337
+5.8014,1.844
+11.7,8.0043
+5.5416,1.0179
+7.5402,6.7504
+5.3077,1.8396
+7.4239,4.2885
+7.6031,4.9981
+6.3328,1.4233
+6.3589,-1.4211
+6.2742,2.4756
+5.6397,4.6042
+9.3102,3.9624
+9.4536,5.4141
+8.8254,5.1694
+5.1793,-0.74279
+21.279,17.929000000000002
+14.908,12.054
+18.959,17.054000000000002
+7.2182,4.8852
+8.2951,5.7442
+10.236,7.7754
+5.4994,1.0173
+20.340999999999998,20.991999999999997
+10.136000000000001,6.6799
+7.3345,4.0259
+6.0062,1.2784
+7.2259,3.3411
+5.0269,-2.6807
+6.5479,0.29678000000000004
+7.5386,3.8845
+5.0365,5.7014
+10.274000000000001,6.7526
+5.1077,2.0576
+5.7292,0.47953
+5.1884,0.20421
+6.3557,0.67861
+9.7687,7.5435
+6.5159,5.3436
+8.5172,4.2415
+9.1802,6.7981
+6.002000000000001,0.92695
+5.5204,0.152
+5.0594,2.8214
+5.7077,1.8451
+7.6366,4.2959
+5.8707,7.2029
+5.3054,1.9869
+8.2934,0.14454
+13.394,9.0551
+5.4369,0.61705
diff --git a/Machine Learning/KNN.py b/Machine Learning/KNN.py
new file mode 100644
index 0000000..9d192f8
--- /dev/null
+++ b/Machine Learning/KNN.py	
@@ -0,0 +1,36 @@
+import pandas as pd
+from sklearn.neighbors import KNeighborsClassifier
+from sklearn.model_selection import train_test_split
+from sklearn.preprocessing import LabelEncoder
+from sklearn.metrics import classification_report
+
+# Load the Mushroom dataset
+df = pd.read_csv('Mushroom.csv')
+
+# Preprocessing data
+le = LabelEncoder()
+columns = ['class', 'cap-shape', 'cap-surface', 'cap-color',
+       'does-bruise-or-bleed', 'gill-attachment', 'gill-color',
+        'stem-color', 'has-ring', 'ring-type',
+       'habitat', 'season']
+for column in columns:
+    encoded_values = le.fit_transform(df[column])
+    df[column] = encoded_values
+
+# Split the data into training/testing sets
+X = df.drop('class', axis=1)
+y = df['class']
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
+
+#Create KNN model
+classifier = KNeighborsClassifier()
+
+#Train the model
+classifier.fit(X_train, y_train)
+
+#Predict for test set
+y_pred = classifier.predict(X_test)
+
+#Print the classification report
+target_name = ["Edible", "Possinus"]
+print(classification_report(y_test, y_pred, target_names= target_name))
\ No newline at end of file
diff --git a/Machine Learning/LogisticRegression.py b/Machine Learning/LogisticRegression.py
new file mode 100644
index 0000000..1ef80d3
--- /dev/null
+++ b/Machine Learning/LogisticRegression.py	
@@ -0,0 +1,22 @@
+from sklearn.datasets import load_iris
+from sklearn.linear_model import LogisticRegression
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report
+
+# Load the iris dataset
+iris_data, iris_target = load_iris(return_X_y=True)
+
+# Split the data into training/testing sets
+X_train, X_test, y_train, y_test = train_test_split(iris_data, iris_target, test_size = 0.25)
+
+#Load the Logistic Regression model
+log_reg = LogisticRegression()
+
+#Train the model
+log_reg.fit(X_train, y_train)
+
+#Predict for the test set
+y_pred = log_reg.predict(X_test)
+
+#Print the classification report
+print(classification_report(y_test, y_pred))
\ No newline at end of file
diff --git a/Machine Learning/Mushroom.csv b/Machine Learning/Mushroom.csv
new file mode 100644
index 0000000..5e61d58
--- /dev/null
+++ b/Machine Learning/Mushroom.csv	
@@ -0,0 +1,37066 @@
+class,cap-diameter,cap-shape,cap-surface,cap-color,does-bruise-or-bleed,gill-attachment,gill-color,stem-height,stem-width,stem-color,has-ring,ring-type,habitat,season
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diff --git a/Machine Learning/NaiveBayes.py b/Machine Learning/NaiveBayes.py
new file mode 100644
index 0000000..24443f0
--- /dev/null
+++ b/Machine Learning/NaiveBayes.py	
@@ -0,0 +1,36 @@
+import pandas as pd
+from sklearn.naive_bayes import GaussianNB
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report
+
+# Load the Mushroom dataset
+df = pd.read_csv('Mushroom.csv')
+
+# Preprocessing data
+le = LabelEncoder()
+columns = ['class', 'cap-shape', 'cap-surface', 'cap-color',
+       'does-bruise-or-bleed', 'gill-attachment', 'gill-color',
+        'stem-color', 'has-ring', 'ring-type',
+       'habitat', 'season']
+for column in columns:
+    encoded_values = le.fit_transform(df[column])
+    df[column] = encoded_values
+
+# Split the data into training/testing sets
+X = df.drop('class', axis=1)
+y = df['class']
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
+
+# Create Naive Bayes classifier
+classifier = GaussianNB()
+
+#Train the model
+classifier.fit(X_train, y_train)
+
+#Predict on test set
+y_pred = classifier.predict(X_test)
+
+#Print the classification report
+target_name = ["Edible", "Possinous"]
+print(classification_report(y_test, y_pred, target_names= target_name))
\ No newline at end of file
diff --git a/Machine Learning/NeuralNetwork.py b/Machine Learning/NeuralNetwork.py
new file mode 100644
index 0000000..71733f6
--- /dev/null
+++ b/Machine Learning/NeuralNetwork.py	
@@ -0,0 +1,22 @@
+from sklearn.datasets import load_digits
+from sklearn.model_selection import train_test_split
+from sklearn.neural_network import MLPClassifier
+from sklearn.metrics import classification_report
+
+#Load datsets digits
+digits = load_digits()
+
+#Split the datset
+X_train, X_test, y_train, y_test = train_test_split(digits.data, digits.target, test_size=0.25)
+
+#Create the Nearual Network
+clf = MLPClassifier(hidden_layer_sizes=(100,))
+
+#Train the model
+clf.fit(X_train, y_train)
+
+#Predict the test set
+y_pred = clf.predict(X_test)
+
+#Print the classification report
+print(classification_report(y_test, y_pred))
diff --git a/Machine Learning/RandomFprest.py b/Machine Learning/RandomFprest.py
new file mode 100644
index 0000000..68dce87
--- /dev/null
+++ b/Machine Learning/RandomFprest.py	
@@ -0,0 +1,36 @@
+import pandas as pd
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report
+
+# Load the Mushroom dataset
+df = pd.read_csv('Mushroom.csv')
+
+# Preprocessing data
+le = LabelEncoder()
+columns = ['class', 'cap-shape', 'cap-surface', 'cap-color',
+       'does-bruise-or-bleed', 'gill-attachment', 'gill-color',
+        'stem-color', 'has-ring', 'ring-type',
+       'habitat', 'season']
+for column in columns:
+    encoded_values = le.fit_transform(df[column])
+    df[column] = encoded_values
+
+# Split the data into training/testing sets
+X = df.drop('class', axis=1)
+y = df['class']
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
+
+# Create Random Forest classifier
+classifier = RandomForestClassifier()
+
+#Train the model
+classifier.fit(X_train, y_train)
+
+#Predict on the test set
+y_pred = classifier.predict(X_test)
+
+#Print the classification report
+target_name = ["Edible", "Possinous"]
+print(classification_report(y_test, y_pred, target_names = target_name))
\ No newline at end of file
diff --git a/Machine Learning/Regression.py b/Machine Learning/Regression.py
new file mode 100644
index 0000000..28eccb8
--- /dev/null
+++ b/Machine Learning/Regression.py	
@@ -0,0 +1,28 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LinearRegression
+
+#Fetch the dataset
+df = pd.read_csv('FoodTruck.csv')
+
+#Split the dataset into train and test sets
+X_train, X_test, y_train, y_test = train_test_split(df['city_population'], df['food_truck_profit'], random_state = 69, test_size = 0.25)
+
+#Load the model
+model = LinearRegression()
+
+#Train the model
+model.fit(X_train.values.reshape(-1, 1), y_train.values.reshape(-1, 1))
+
+#Predict for the test set
+y_pred = model.predict(X_test.values.reshape(-1, 1))
+
+#Plot for visualization
+plt.scatter(X_test, y_test, color = 'blue')
+plt.scatter(X_train, y_train, color = 'green')
+plt.plot(X_test, y_pred, color = 'red')
+plt.xlabel('City Population')
+plt.ylabel('Food Truck Profit')
+plt.legend(['Test Data', 'Train Data', 'Predicted Line'])
+plt.show()
\ No newline at end of file
diff --git a/Machine Learning/SVM.py b/Machine Learning/SVM.py
new file mode 100644
index 0000000..9b11908
--- /dev/null
+++ b/Machine Learning/SVM.py	
@@ -0,0 +1,22 @@
+from sklearn.datasets import load_wine
+from sklearn.svm import SVC
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import classification_report
+
+#Load the wine datset
+wine_data, wine_target = load_wine(return_X_y=True)
+
+#split the datset
+X_train, X_test, y_train, y_test = train_test_split(wine_data, wine_target, test_size=0.25)
+
+#Create the SVM model
+svm = SVC(kernel='linear')
+
+#Train the model
+svm.fit(X_train, y_train)
+
+#Predict the test set
+y_pred = svm.predict(X_test)
+
+#Print the classification report
+print(classification_report(y_test, y_pred))