Maksym Zhelyeznyakov 4daafb68e6 added docs and examples to gradient optimizers

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..

indexes

added docs and examples to gradient optimizers

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math_toolkit

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backgrounders.html

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constants.html

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cstdfloat.html

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dist.html

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extern_c.html

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filters.html

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gcd_lcm.html

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index.html

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indexes.html

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internals.html

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interpolation.html

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inverse_complex.html

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math.css

Fix broken link to lambert_w graph.

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octonions.html

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optimization.html

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overview.html

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perf.html

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policy.html

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poly.html

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quadrature.html

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quaternions.html

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root_finding.html

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special.html

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standalone_HTML.manifest

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statistics.html

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status.html

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using_udt.html

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utils.html

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vector_functionals.html

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