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what is logistic regression
- How does the choice of loss function affect the learned model? How do you evaluate the performance of an ensemble model?
- How does logistic regression handle correlated features?
- What is a score test? What is the cost function in logistic regression?
- What is the role of the sigmoid function in logistic regression? When would you use logistic regression over linear regression?
- Should outliers always be removed? How does multicollinearity among the independent variables affect the stability and interpretability of logistic regression coefficients?
- How can time-varying covariates be incorporated? How can you estimate the probability of an event occurring within a specific time frame?
- What are common sources of errors in the modeling process?
- How do you choose the regularization parameter? What are the computational advantages and disadvantages of L1 and L2 regularization?
- What is recall? What are different optimization algorithms used for training?
- What are generalized estimating equations (GEEs)? What are mixed-effects models for clustered data?
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