The daily labor of alchemy was also necessary as a prerequisite to modern chemistry - we needed the foundational work using ad-hoc methods and exploration to be able to build a theory - a theory we don't have in ML. (So we pick hyperparameters via guesswork and heuristics.)
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Tensorflow is more like the history psychosurgery.
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Can this analogy extend to AutoML?
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