explainable machine learning #4: Occlusion sensitivity

The video "Which Pixels in an image influence the neural network's decision" discusses how to identify the pixels in an image that impact the decision-making process of an artificial neural network. The video explains in detail how computer vision and neural network techniques can be used to determine the important pixels in an image that the smart system focuses on while making decisions.

The episode presents an ideal study in which researchers use a neural network to analyze an image of a dog, where the video demonstrates how the neural network identifies the pixels that have the most significant impact on its decision about the type of dog displayed. Additionally, the video explains how the effect of these pixels can be visualized using heat maps.

Ultimately, the video illustrates how these techniques can be used to understand the workings of artificial neural networks and improve their performance in fields such as image recognition, natural language processing, and deep learning techniques.

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Edited By MAGAL Agency™ 2023