Deep-learning models have become very powerful, but that has come at the expense of transparency. As these models are used more widely, a new area of research has risen that focuses on creating and testing explanation methods that may shed some light on the inner-workings of these black-box models.
We try and breakdown how machine learning has evolved. Black boxes are essentially modern machine learning models. They are intricate and have even confounded researchers
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Modern machine-learning models, such as neural networks, are often referred to as “black boxes” because they are so complex that even the researchers who