Managing AI in the Enterprise by Klaus Haller

Author:Klaus Haller
Language: eng
Format: epub
ISBN: 9781484278246
Publisher: Apress

XAI is not a challenge for simple models such as linear and logistic regression. Everyone can comprehend the following formula and understand the impact of the parameters when looking at the estimation formula for monthly apartment rents in a specific city:

In contrast, neural networks predict and infer using hundreds or thousands of equations and weights. They deliver better results. However, any approach to presenting and understanding them in their complete baroque grandeur and complexity must fail. Thus, explainable AI chooses one lens to highlight one aspect of the neural network’s behavior. Well-known are two of such lenses: global explainability and local explainability.

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