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Albert Alonsofmfn
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Updated Readme so that the option to keep persistency can be found
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README.md

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By default the previous data in the json file is removed. If you want to keep working with the same logger, the `reset` paremeter in `JSONLogger` should be set to False.
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### 4.2 Loading progress
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Naturally, if you stored progress you will be able to load that onto a new instance of `BayesianOptimization`. The easiest way to do it is by invoking the `load_logs` function, from the `util` submodule.
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* http://papers.nips.cc/paper/4522-practical-bayesian-optimization-of-machine-learning-algorithms.pdf
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* http://arxiv.org/pdf/1012.2599v1.pdf
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* http://www.gaussianprocess.org/gpml/
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* https://www.youtube.com/watch?v=vz3D36VXefI&index=10&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6
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* https://www.youtube.com/watch?v=vz3D36VXefI&index=10&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6

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