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



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

Answer / Bhagwat Patel

There is often a trade-off between model accuracy and interpretability. Complex models like deep neural networks can achieve high accuracy but may be difficult to interpret due to their many layers and parameters. On the other hand, simpler models like logistic regression are easier to understand but typically have lower accuracy. Striking a balance between model complexity and interpretability is essential for ensuring both good performance and transparency.

Is This Answer Correct ?    0 Yes 0 No

Post New Answer

More AI Applications Interview Questions

Can AI be used to balance game difficulty dynamically?

1 Answers  


How does AI improve weather prediction models?

1 Answers  


Explain the working of the Viterbi Algorithm and its use in Hidden Markov Models (HMMs).

1 Answers  


How does AI enhance procedural content generation and NPC AI in gaming?

1 Answers  


What makes a good AI product?

1 Answers  


What are the advantages of low-power AI models?

0 Answers  


How can AI detect fraud in financial transactions?

1 Answers  


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

1 Answers  


How do you handle setbacks or failures in your work?

1 Answers  


Imagine you're building a model for loan approvals. How do you make sure it doesn't discriminate?

1 Answers  


How do you choose the right features for a model?

1 Answers  


What are the advantages of running AI models on IoT devices?

0 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)