Hyperopt hp.choice vs hp.uniform differ in that:
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Short Explanation and Infographic
choice = discrete options; uniform = continuous range. Basic Hyperopt vocabulary.
Full explanation below image
Full Explanation
Search space design affects HPO efficiency.