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Explain the steps in making a decision tree.

Answer Posted / Rajendra Kumar Verma

Making a Decision Tree involves several steps:n1. Data Preprocessing: Handle missing values, categorical variables, and normalization.n2. Attribute Selection: Choose the best feature to split the data initially based on information gain or other metrics.n3. Recursive Splitting: Divide the dataset into subsets based on the chosen attribute and repeat the attribute selection process recursively until a stopping criterion is met (e.g., minimum number of instances, maximum tree depth).n4. Pruning: Remove unimportant branches to avoid overfitting.n5. Evaluation: Measure the performance of the decision tree using metrics like accuracy, precision, recall, and F1-score.

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