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eexplain
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There are 8 letters in EEXPLAIN ( A1E1I1L1N1P3X8 )
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Eexplain might refer to |
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An Explainable AI (XAI) or Transparent AI is an artificial intelligence (AI) whose actions can be easily understood by humans. It contrasts with the concept of the "black box" in machine learning, meaning the "interpretability" of the workings of complex algorithms, where even their designers cannot explain why the AI arrived at a specific decision. XAI can be used to implement a social right to explanation. Transparency rarely comes for free; there are often tradeoffs between how "smart" an AI is and how transparent it is, and these tradeoffs are expected to grow larger as AI systems increase in internal complexity. The technical challenge of explaining AI decisions is sometimes known as the interpretability problem.AI systems optimize behavior to satisfy a mathematically-specified goal system chosen by the system designers, such as the command, "maximize accuracy of assessing how positive film reviews are in the test dataset". The AI may learn useful general rules from the testset, such as "reviews containing the word 'horrible'" are likely to be negative". However, it may also learn inappropriate rules, such as "reviews containing 'Daniel Day-Lewis' are usually positive"; such rules may be undesirable if they are deemed likely to fail to generalize outside the test set, or if people consider the rule to be "cheating" or "unfair". A human can audit rules in an XAI to get an idea how likely the system is to generalize to future real-world data outside the test-set. |