What is LIME, and how does it aid in model interpretability?



What is LIME, and how does it aid in model interpretability?..

Answer / Sulekha Kumari

LIME (Local Interpretable Model-agnostic Explanations) is a technique used for improving the interpretability of black box machine learning models. LIME explains the predictions of complex models by approximating them locally with simpler, more interpretable models that are easier to understand.

Is This Answer Correct ?    0 Yes 0 No

Post New Answer

More AI Applications Interview Questions

What challenges arise in the deployment of autonomous vehicles?

1 Answers  


How do you handle data privacy issues when developing AI solutions?

1 Answers  


How does AI aid in medical imaging analysis for disease diagnosis?

1 Answers  


What are the ethical considerations of using AI in the legal industry?

1 Answers  


How can you optimize AI models for edge deployment?

0 Answers  


Can you describe the limitations of AI in educational settings?

1 Answers  


Explain the concept of clustering.

1 Answers  


What are the benefits of AI in legal research?

1 Answers  


How does Edge AI aid in reducing latency and improving responsiveness in IoT devices?

1 Answers  


How does AI enhance threat detection in cybersecurity?

1 Answers  


What are the trade-offs between model accuracy and interpretability?

1 Answers  


What are some potential applications of Neuromorphic Computing in computer vision for improved image recognition?

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)