Explainable AI

A comprehensive Python tutorial for quickly diving into SHAP

Explainable Artificial Intelligence (XAI) is an important subfield of AI that focuses on making the decision-making processes of machine learning models understandable to humans. This is especially important for black-box models, such as ensemble or deep learning algorithms, which are too complex even for experts to understand (see also my article on Explainable Artificial Intelligence). …

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The ultimate guide that makes mastering SHAP easy

Explainable Artificial Intelligence (XAI) is an important subfield of AI that focuses on making the decision-making processes of machine learning models understandable to humans. This is especially important for black-box models, such as ensemble or deep learning algorithms, which are too complex even for experts to understand (see also my article on Explainable Artificial Intelligence). …

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How to better understand black box models with Shapley values?

Explainable Artificial Intelligence (XAI) is an important subfield of AI that focuses on making the decision-making processes of machine learning models understandable to humans. This is especially important for black-box models, such as ensemble or deep learning algorithms, which are too complex even for experts to understand (see also my article on Explainable Artificial Intelligence). …

How to better understand black box models with Shapley values? Read More »

An absolutely easy introduction to Explainable Artificial Intelligence

Artificial Intelligence (AI) is one of the most important disruptive technologies of this century. AI is now delivering significant economic and societal value across many industries. AI-based systems have become sophisticated enough to automate many tasks and minimize the need for human intervention. From virtual assistants like Siri and Alexa to movie recommendations on Netflix …

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