Question
What are some real-world applications of Decision Trees?
Solution
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Real-World Applications of Decision Trees:
- Medical Diagnosis: Used to predict diseases by analyzing symptoms, test results, and patient history.
- Customer Churn Prediction: Helps businesses identify which customers are likely to stop using their services.
- Loan Approval in Banks: Assists in deciding whether an applicant is eligible for a loan based on income, credit history, and other factors.
- Fraud Detection: Detects unusual patterns in transactions that may indicate fraudulent activities.
- Student Performance Prediction: Estimates students’ academic performance based on study habits, attendance, and past results.
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Question 2
Predict if a student will Pass or Fail based on study hours and sleep hours using Decision Tree algorithm.
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