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README.md

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## Why not [torch.optim](https://pytorch.org/docs/stable/optim.html)?
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Not every problem is high-dimensional, nonlinear, with noisy gradients.
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Not every problem is high-dimensional, highly nonconvex, with noisy gradients.
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For such problems, classical optimization techniques
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can be more efficient.
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