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Effective Amazon Machine Learning by Alexis Perrier

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Dependencies and debugging

Connecting up the different services -- Firehose, Redshift, S3 is not a straightforward task if you're not a seasoned AWS user. Many details need to be ironed out, and the documentation is not always clear, and sometimes, too complex. Many errors can also happen in a hidden fashion, and it's not always obvious where the error is happening and how to detect it, let alone make sense of it. Of all the bugs and problems we had to solve, these were the most time-consuming ones.

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