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The equations in Figure 2 are a representation of the AdaBoost algorithm. If you're not used to working with math all day long, the equations might look like gibberish. But the algorithm is much ...
In detail, the AdaBoost algorithm updates the weights associated with misclassified samples during training iterations, focusing the learning process on challenging instances.