What are the major challenges of Machine Learning? Consider the following data of students’ heights and weights, and suppose that you have to apply machine learning classification technique to classify Male/Female students’ on the basis of their heights and weights but data shows that there is a class imbalance issue. Identify class distribution and apply SMOTE technique to resolve the class imbalance issue from the data [Hint: plot scatter graph and then apply SMOTE steps to oversample minority class and undersample majority class]
Class
Male
Female
Height (cm)
170
180
145
140
166
160
168
174
Weight (Kg)
92
102
60
55
86
82
80
50
78
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