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updated the docs
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<a href="dlib/matrix/matrix_la_abstract.h.html#svd">singular value decomposition</a>,
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<a href="dlib/matrix/matrix_la_abstract.h.html#svd">singular value decomposition</a>,
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<a href="dlib/matrix/matrix_utilities_abstract.h.html#trans">transpose</a>,
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<a href="dlib/matrix/matrix_utilities_abstract.h.html#trans">transpose</a>,
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<a href="dlib/matrix/matrix_math_functions_abstract.h.html#sin">trig functions</a>, etc...</li>
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<a href="dlib/matrix/matrix_math_functions_abstract.h.html#sin">trig functions</a>, etc...</li>
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<li>Unconstrained non-linear optimization algorithms such as
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<li>Unconstrained non-linear optimization algorithms using the
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<a href="algorithms.html#cg_search_strategy">conjugate gradient</a>,
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<a href="algorithms.html#cg_search_strategy">conjugate gradient</a>,
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<a href="algorithms.html#bfgs_search_strategy">BFGS</a>, and
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<a href="algorithms.html#bfgs_search_strategy">BFGS</a>, and
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<a href="algorithms.html#lbfgs_search_strategy">L-BFGS</a> techniques</li>
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<a href="algorithms.html#lbfgs_search_strategy">L-BFGS</a> techniques</li>
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