How do interpretability and explainability vary between AI, Machine Learning, and Deep Learning?

  • AI and Deep Learning are equally interpretable, Machine Learning is least
  • AI is least interpretable, Machine Learning and Deep Learning are equally interpretable
  • AI is most interpretable, Machine Learning is moderate, Deep Learning is least
  • Machine Learning is most interpretable, AI is moderate, Deep Learning is least
Generally, AI techniques can vary in interpretability, traditional Machine Learning models tend to be more interpretable, and Deep Learning models are often the least interpretable due to their complexity.
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