Synonyms in Detail: explainability and interpretability Usage & Differences

What context can I use each word in?

Learn when and how to use these words with these examples!

explainability

Example

The explainability of the model is important for gaining trust from users. [explainability: noun]

Example

Can you explain the concept of explainability in simpler terms? [explain: verb]

interpretability

Example

The interpretability of the results is crucial for making informed decisions. [interpretability: noun]

Example

I find it difficult to interpret the data without proper context. [interpret: verb]

Good things to know

Which word is more common?

Explainability and interpretability are both relatively new terms that have gained popularity in recent years with the rise of machine learning and artificial intelligence. However, explainability is more commonly used in the context of ethical considerations and accountability, while interpretability is more commonly used in the context of improving performance or accuracy.

Whatโ€™s the difference in the tone of formality between explainability and interpretability?

Both explainability and interpretability are technical terms that are typically used in formal or specialized contexts, such as academic papers or technical reports.

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