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Merge pull request #323
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more approachable and impactful blurb to match description on website
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conradsnicta authored Oct 12, 2021
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<a href="http://ensmallen.org/"><img src="http://ensmallen.org/img/ensmallen_text.svg" style="background-color:rgba(0,0,0,0);" height=230 alt="ensmallen: a C++ header-only library for numerical optimization"></a>
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**ensmallen** is a C++ header-only library for numerical optimization.
**ensmallen** is a high-quality C++ library for non-linear numerical optimization.

Documentation and downloads: http://ensmallen.org

ensmallen provides a simple set of abstractions for writing an objective
function to optimize. It also provides a large set of standard and cutting-edge
optimizers that can be used for virtually any numerical optimization task.
These include full-batch gradient descent techniques, small-batch techniques,
gradient-free optimizers, and constrained optimization.
ensmallen provides many types of optimizers that can be used
for virtually any numerical optimization task.
This includes gradient descent techniques, gradient-free optimizers,
and constrained optimization.
ensmallen also allows optional callbacks to customize the optimization process.

Documentation and downloads: http://ensmallen.org

### Requirements

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