Since AML only operates on CSV, I thought this script (which can be run as a lambda) might be of interest: https://github.com/DiegoZoracKy/s3-csv-to-json
Note that I haven't actually used this, but just saw it come across a mailing list.
Dan Moore Author: Introduction to Amazon Machine Learning Video https://bitly.com/introtoaml
Thanks Dan!
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