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
|
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