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Machine learning is a "noun phrase" and not a verb, so it does not conjugate, the words in the phrase decline. I personally would go with "ēruditio machinārum" (the learning of the machines).

The word ēruditio (learning/erudition) is in the nominative case while machinārum is in the genitive plural of māchina.

Note: I am a noob Latin language learner, if you're interested check out the great textbook LLPSI[0]!

[0]: https://en.wikipedia.org/wiki/Hans_%C3%98rberg#LINGVA_LATINA...



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