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Replace the ReLU activation function with a leaky ReLU or parametric ReLU, which can help mitigate the vanishing gradient problem. Additionally, consider using a more robust optimization algorithm, such as Adam or RMSProp, to better navigate the non-convex cost landscape. This will allow the model to converge towards the global minimum and avoid getting stuck in high-cost local minima.

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