What is an imbalanced dataset? Can you list some ways to deal with it?



What is an imbalanced dataset? Can you list some ways to deal with it?..

Answer / Indresh Kumar

An imbalanced dataset is one where one class has significantly more instances than another, leading to poor model performance on the minority class. To address this issue, techniques such as oversampling (SMOTE), undersampling, and cost-sensitive learning can be employed to balance the data or adjust the learning process accordingly.

Is This Answer Correct ?    0 Yes 0 No

Post New Answer

More AI Machine Learning Interview Questions

What is class-imbalanced dataset in machine learning?

1 Answers  


What are the most common types of machine learning task?

1 Answers  


What is the difference between inductive and deductive learning?

1 Answers  


Explain the Algorithm Technique of Reinforcement Learning in Machine Learning?

1 Answers  


Explain how do classification and regression differ?

1 Answers  


How will you set the threshold for credit card fraud detection model?

1 Answers  


Tell us how do classification and regression differ?

1 Answers  


What do you understand by ilp?

1 Answers  


What is classifier in machine learning?

1 Answers  


What is sequence learning?

1 Answers  


What is a boltzmann machine?

1 Answers  


What kind of problems lend themselves to machine learning?

1 Answers  


Categories
  • AI Algorithms Interview Questions AI Algorithms (74)
  • AI Natural Language Processing Interview Questions AI Natural Language Processing (96)
  • AI Knowledge Representation Reasoning Interview Questions AI Knowledge Representation Reasoning (12)
  • AI Robotics Interview Questions AI Robotics (183)
  • AI Computer Vision Interview Questions AI Computer Vision (13)
  • AI Neural Networks Interview Questions AI Neural Networks (66)
  • AI Fuzzy Logic Interview Questions AI Fuzzy Logic (31)
  • AI Games Interview Questions AI Games (8)
  • AI Languages Interview Questions AI Languages (141)
  • AI Tools Interview Questions AI Tools (11)
  • AI Machine Learning Interview Questions AI Machine Learning (659)
  • Data Science Interview Questions Data Science (671)
  • Data Mining Interview Questions Data Mining (120)
  • AI Deep Learning Interview Questions AI Deep Learning (111)
  • Generative AI Interview Questions Generative AI (153)
  • AI Frameworks Libraries Interview Questions AI Frameworks Libraries (197)
  • AI Ethics Safety Interview Questions AI Ethics Safety (100)
  • AI Applications Interview Questions AI Applications (427)
  • AI General Interview Questions AI General (197)
  • AI AllOther Interview Questions AI AllOther (6)