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[WIP] Major refactoring: bayex -> bojax #22
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The previous version of the code was slow and would yield wrong results due to a wrong assumption on the gaussian process. This version should fix that, as well as minimize the number of compilations the code does as it increases the size. This is still a minimal implementation with plenty of space for improvements, which can be added gradually and the codebase gets leaner. Nevertheless, the code should work as expected now.
Update Readme file to match with the new Bojax library.
The images in the readme were too large and couldn't fit next to each other.
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This refractor considerably minimizes the amount of code and focuses on correctness and performance.
It introduces a minimal Bayesian optimization code that can be expanded upon.