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Exam (elaborations)

ISYE 6501 Final Quiz | Questions and ANSWERs | 2026 Update

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ISYE 6501 Final Quiz | Questions and ANSWERs | 2026 Update

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ISYE 6501 Final Quiz | Questions and ANSWERs | 2026 Update
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Section 1: Data/Validation (1-20)



Overfitting definition



Cross-validation purpose



Validation set vs test set



LOOCV



k-fold CV



Stratified CV



Data leakage



Outlier robust

,Missing data imputation



Standardization



One-hot encoding



Curse of dimensionality



Bias-variance tradeoff



Underfitting



Regularization



Training vs test error



Confusion matrix



Sensitivity



Specificity



ROC AUC



Section 2: Probability/Stats (21-40)

,Normal distribution



Binomial



Poisson



Exponential



Weibull



Uniform



Central limit theorem



p-value



Type I error



Type II error



Power



Confidence interval

, Hypothesis test



ANOVA



t-test



chi-square



correlation vs causation



covariance



variance



standard deviation



Section 3: Regression (41-60)



Linear regression



OLS



R-squared



Adjusted R-squared

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