Definitely YES. At the end of the game (not the alternate one) it even shows the part where Machina dies, (at the age of 63) MARRIED to Rem.
Even if the ending didn't exist it would've been obvious that he was in love with Rem, showing many skin-ships(holding hands) and his over-protectiveness over her. It could be said the same for Rem.
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