Logistic Regression Interview Questions – Set 1


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:

  • Introduction to logistic regression
  • Logistic regression examples
  • Types of logistic regression (Binomial, Multinomial, Ordinal)
  • Link function
  • Evaluation of logistic regression

Other tests in this series includes some of the following:

Logistic Regression Concepts (Brushing up)

  • Logistic regression is used to estimate / predict the discrete valued output such as success or failure, 0 or 1 etc.
  • Examples of problems where logistic regression can be used is whether a person is suffering from a specific disease or not; Or, a person is suffering from disease A, disease B or disease C
  • Logistic regression can be types such as binomial, multinomial and ordinal
  • Logistic regression is used to estimate the likelihood of outcome dependent variable instead of actual value as like linear regression model
  • Logistic regression model is evaluated using concepts such as AIC, Deviance calculations (Null and Residual/ Model deviance) ROC curve etc.

Practice Test

Logistic regression is used to predict _________ valued output?

How much marks a student can get in a competitive exam based on hours of study can be solved using _________ regression model

Logistic regression is _________ when the observed outcome of dependent variable can have only two values such as 0 and 1 or success and failure

Whether a student will pass or fail in the competitive exam based on hours of study can be solved using _________ regression model

________ regression can be termed as a special case of _________ regression when the outcome variable is categorical

In logistic regression, the goal is to predict _________

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

Which of the following is link function in logistic regression

Logistic regression is _________ when the observed outcome of dependent variable can have multiple possible types

In logistic regression, following technique is used to measure the goodness of the fit

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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