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-[#483](https://github.com/pybop-team/PyBOP/pull/483) - Replaces `pybop.MAP` with `pybop.LogPosterior` with an updated call args and bugfixes.
-[#436](https://github.com/pybop-team/PyBOP/pull/436) - **API Change:** The functionality from `BaseCost.evaluate/S1` & `BaseCost._evaluate/S1` is represented in `BaseCost.__call__` & `BaseCost.compute`. `BaseCost.compute` directly acts on the predictions, while `BaseCost.__call__` calls `BaseProblem.evaluate/S1` before `BaseCost.compute`. `compute` has optional args for gradient cost calculations.
-[#424](https://github.com/pybop-team/PyBOP/issues/424) - Replaces the `init_soc` input to `FittingProblem` with the option to pass an initial OCV value, updates `BaseModel` and fixes `multi_model_identification.ipynb` and `spm_electrode_design.ipynb`.
