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*Shallow field* OpenAI CTO: "As Ilya likes to say, deep learning is a shallow field — it's actually relatively easy to pick up and start making contributions.
* deep learning techniques started to be effective recently (2010? 2012?)
* you can do a lot without being a hard core mathematician
* the field is still a bit of an art so coding contest guys shouldn't feel bad about tweaks and hacks
* previous experience in the old techniques is not very relevant
* a home setup or some AWS resources are enough to start (a google datacenter of GPUs would help)
* state of the art results significantly improving on the previous state of the art
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