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<p>problem is that evaluating the second term in square brackets requires evaluating , and extra gradient evaluations are generally expensive and undesirable. Some ways around this problem are:</p>

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* Forgo the benefits of a clever descent direction by setting , and use <a href="page.php?w=line_search">line search</a> to find a suitable step-size , such as one that satisfies the <a href="page.php?w=Wolfe_conditions">Wolfe conditions</a>. A more economic way of choosing learning rates is <a href="page.php?w=backtracking_line_search">backtracking line search</a>,</p><p>
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