Logistic Regression Interview Questions – Set 2

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This page lists down the practice tests / interview questions and answers for Logistic regression in machine learning. Those wanting to test their machine learning knowledge in relation with logistic regression would find these practice tests very useful. The goal for these practice tests is to help you check your knowledge in logistic regression machine learning models from time-to-time. More importantly, when you are preparing for interviews, these practice tests are intended to be handy enough. Those going for freshers / intern interviews in the area of machine learning would also find these practice tests / interview questions to be very helpful.

This test primarily focus on following concepts related with logistic regression:

  • Types of logistic regression (Binomial, Multinomial, Ordinal)
  • Logistic function, logit transformation
  • Evaluation of logistic regression (AIC, Deviance calculations)

Other tests in this series includes some of the following:

Logistic Regression Concepts (Brushing up)

  • Types of logistic regression model (Binomial, multinomial, ordinal)
  • Logistic regression model is evaluated using some of the following:
    • AIC
    • Deviance (Null and Residual)
    • ROC curve
    • Hosmer Lemeshow test
    • Psedu R-squared (McFadden R-Squared, Likelihood ration R-squared, Cox and snell R-squared etc)
  • Lower the value of AIC, better fitted is the model

Practice Test

Which of the following can be used to evaluate the performance of logistic regression model?

Given two model with different AIC value, which one would be preferred model?

Deviance is a measure of difference between a _______ model and the _________ model

Logistic regression is _________ when the observed outcome of dependent variable are ordered

Logit transformation is log of ___________

Logistic function is _________

Deviance is is a function of _________

The odds of the dependent variable equaling a case (given some linear combination x of the predictors) is equivalent to _______

Regression coefficients in logistic regression are estimated using ________

_________ is analogous to __________ in linear regression

In case you have not scored good enough, it may be good idea to go through basic machine learning concepts in relation with logistic regression. Following is the list of some good courses / pages:



Ajitesh Kumar

Ajitesh Kumar

Ajitesh has been recently working in the area of AI and machine learning. Currently, his research area includes Safe & Quality AI. In addition, he is also passionate about various different technologies including programming languages such as Java/JEE, Javascript and technologies such as Blockchain, mobile computing, cloud-native technologies, application security, cloud computing platforms, big data etc.

He has also authored the book, Building Web Apps with Spring 5 and Angular.
Ajitesh Kumar

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