Interview Questions Answers.ORG
Interviewer And Interviewee Guide
Interviews
Quizzes
Home
Quizzes
Interviews Best Engineering Interviews:Aeronautical EngineeringAgricultural EngineeringApplied EngineeringAssociate EngineeringAutomobile EngineeringBio EngineeringBiomedical EngineerBiomedical EngineeringBuilding Services EngineeringCAD/CAE EngineerChemical EngineeringCivil EngineeringDAE Knitting EngineersDeputy Chief Financial OfficerDesktop EngineerDiesel MechanicElectrical EngineeringElectronics CommunicationsElectronics EngineeringEmbedded Software EngineerEnergy EngineeringEnergy Oil GasEngineeringGalvanizing EngineerIndustrial EngineeringInstrumentation EngineeringLaptop RepairerMachine Learning EngineerMachine OperatorMarine EngineeringMechanical EngineeringMechatronics EngineeringNetwork EngineerNuclear EngineeringPetroleum EngineeringPlant Reliability EngineerPlumberPre EngineeringProduction EngineerRF EngineerSystem EngineeringTextile Engineer
Copyright © 2018. All Rights Reserved
Machine Learning Engineer Interview Question:
Explain me how would you handle an imbalanced dataset?
Submitted by: MuhammadAn imbalanced dataset is when you have, for example, a classification test and 90% of the data is in one class. That leads to problems: an accuracy of 90% can be skewed if you have no predictive power on the other category of data! Here are a few tactics to get over the hump:
1- Collect more data to even the imbalances in the dataset.
2- Resample the dataset to correct for imbalances.
3- Try a different algorithm altogether on your dataset.
What's important here is that you have a keen sense for what damage an unbalanced dataset can cause, and how to balance that.
Submitted by: Muhammad
1- Collect more data to even the imbalances in the dataset.
2- Resample the dataset to correct for imbalances.
3- Try a different algorithm altogether on your dataset.
What's important here is that you have a keen sense for what damage an unbalanced dataset can cause, and how to balance that.
Submitted by: Muhammad
Copyright 2007-2024 by Interview Questions Answers .ORG All Rights Reserved.
https://InterviewQuestionsAnswers.ORG.
https://InterviewQuestionsAnswers.ORG.