👉 "Explainableness" is a concept in psychology that refers to how well an individual can express their thoughts and feelings in order to be understood by others. It involves being able to articulate one's ideas, emotions, and experiences clearly and effectively, without feeling overwhelmed or embarrassed about expressing oneself. This ability is often considered a key aspect of self-awareness and self-expression, as it allows individuals to connect with others on an emotional level and gain deeper insights into themselves.
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What is the definition of Explainable? 🙋
👉 In machine learning, "explainable" refers to a process or approach that allows for understanding and interpretation of model outputs. It involves transparently explaining how a model arrived at its predictions, using clear and concise language. This can be achieved by providing evidence and reasoning behind each prediction, as well as any assumptions or limitations that may affect the outcome. Explainable models are often used in applications where the goal is to make predictions with confidence, such as healthcare, finance, or natural language processing tasks
