I1083 l bfgs optimiser#1149

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alisterde wants to merge 17 commits intomainfrom

i1083_l-bfgs_optimiser

Commits on May 24, 2020

abstract class LineSearchBasedOptimiser
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:construction: lbfgs algorithm
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Removing none ASCII characters
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:fire:
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removing non ASCII characters
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Commits on Jul 16, 2020

LBFGS ready for sepration into abstract class
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Commits on Jul 21, 2020

deleting bfgs_scipy
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Commits on Aug 12, 2020

seperating linsearch
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Commits on Nov 8, 2020

renaming bfgs to lbfgs
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splitting optimser and linesearch
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documentation related to LBFGS and linesearch
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Delete bfgs_trial.ipynb
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Merge branch 'i1083_l-bfgs_optimiser' of https://github.com/pints-team/pints into i1083_l-bfgs_optimiser
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Adding convergence stopping crtirea to lbfgs
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lbfgs example (needs improving)
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style fix
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Adding lbfgs notebook to documentation
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