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notebook with data normalization #382

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merged 8 commits into from
Oct 22, 2021

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hstojic
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@hstojic hstojic commented Oct 20, 2021

This is related to #379, showing how to data standardisation as an example of data transformation using the ask-tell interface. Until we figure out how to address the issue more completely it will be a useful resource for users.

@hstojic hstojic added the documentation Improvements or additions to documentation label Oct 20, 2021
@hstojic hstojic linked an issue Oct 20, 2021 that may be closed by this pull request
@hstojic hstojic requested a review from vpicheny October 20, 2021 21:48
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Reads very clear and explains the general idea well. Some phrasing could be better, but @henrymoss and @saadhamidml can comment on that better than me. Nevertheless, some notes on content below.

model.optimize(standardised_data)

# Asking for a new point to observe
ask_tell = AskTellOptimizer(search_space, standardised_data, model)
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Another illustration why we need something like tell_model @henrymoss !

@hstojic hstojic requested a review from sd-hmd October 21, 2021 12:13
@hstojic hstojic merged commit ab2bfa1 into develop Oct 22, 2021
@hstojic hstojic deleted the hstojic/data_transformation_notebook branch October 22, 2021 15:55
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Data preprocessing / transformations / normalisations
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