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Give the formal definition of cost function and name a method that can minimize the cost function. In certain cost minimisation methods there's a learning

Give the formal definition of cost function and name a method that can minimize the cost function. In certain cost minimisation methods there's a learning rate, which is a tuning parameter in the first part of the optimization of cost function, explain what potential problems would be when setting a learning rate.

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