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Answering the comments here:
GPUs: makes no sense for word2vec (and many other ML algos).
Azure: no support from Microsoft for our program. The Docker image and all code is 100% public though, so please run yourself & report the results. We'll be happy to update.
AWS spot: might still try that.
Thanks for the feedback!