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README.md

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### What is VarPro?
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Variable Projection (VarPro) is an algorithm that exploits that its fitting
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problem can be separated into linear and nonlinear parameters.
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Variable Projection (VarPro) is an algorithm that tatkes advantage of
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the fact that its fitting problem can be separated into linear and nonlinear parameters.
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First, the linear parameters are eliminated using some clever linear algebra. Then,
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the fitting problem is rewritten so that it depends only on the nonlinear parameters.
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Finally, this reduced problem is solved by using a general purpose nonlinear minimization algorithm,
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But this crate offers an additional way to eek out the last bits of performance.
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The `SeparableNonlinearModel` trait can be manually implemented to describe a
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model function. This often allows us to shave of the last hundreds of microseconds
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model function. This often allows us to shave off the last hundreds of microseconds
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from the computation, e.g. by caching intermediate calculations. The crate documentation
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contains detailed examples.
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