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A parameter that is not strictly for the statistical model (or data generating process), but a parameter for the statistical method. It could be a parameter for: a family of prior distributions, smoothing, a penalty in regularization methods, or an optimization algorithm.
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Random initialization of weights
You can use one of the weight initialization strategies to initialize your weights and store the weights of the best performing network and reuse them time and again to get better results.