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Budget allocation and optimal point estimations (#329)
* Creating utils & Budget optimizer function. * Modifying plot * Adding docstring on the function * Modifying unit test * modifying quantile method * Updating * Update output docstring * Parameter order error * Format code using black * Modifying plot curves * Applying Juan corrections * Adding new model saturation function * Checking methods, modify names * Changes * Adjusting error * Adding docstring to functions * changing parameters * Debugging error * Returning values * Debugging lines out * Budget allocation scenarios function * Solving error in function budget allocation * Modifying alphas * Modifying plot order * Small changes on plot details * Small changes in plot * Modify Legend * Creating Budget Allocation example * Small change on the notebook * Switching words * Adding missing code * Making budget bounds optional param * Modifying notebook * Changing introduction * Adding links * Correcting grammar v1 * changing title * Checking unit test * Modifying narrative v2 * Correcting error on unit test * Modify Narrative V3 * Changing Load Model Section * Small grammar correction * Modifying Unit Test & Docstrings * Deleting Warning on Plot * Small changes modifications * Adding type hints * Adding type hints & docstrings * Solving Unit Test Errors * Adding last unit test * Changing small * Updating functions and descriptions * Reverting update * new unit test to increase coverage report * Increase ranges to find best_fit * Adding flexibility to estimation functions * Small corrections * Correcting error on worflows * Adding Experimental note * Adding warnings. * deleting by default values * Correcting position values --------- Co-authored-by: Carlos Trujillo <[email protected]>
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