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docs: minor rewrites
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JasperHG90 committed Jan 9, 2021
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Expand Up @@ -161,8 +161,8 @@ is the desired significance level.
The piven loss function combines these objectives into a single loss. The loss function takes three arguments.

1. ![eq](https://latex.codecogs.com/gif.latex?\alpha): the desired significance level. Given this value, we aim for PI
such that, if we re-run our experiments many times, the PI would include the true values on our outcome
metric (1 - ![eq](https://latex.codecogs.com/gif.latex?\alpha)) times.
such that, if we re-run our experiments many times, the PI would include the true value on our outcome
![eq](https://latex.codecogs.com/gif.latex?(1-\alpha)&space;*&space;100) times.
2. ![eq](https://latex.codecogs.com/gif.latex?\lambda): this is a hyperparameter controlling the relative importance
of PI width versus PI coverage. As ![eq](https://latex.codecogs.com/gif.latex?\lambda) shrinks down to 0, you will
observe narrower PI at the cost of lower coverage.
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