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Reinforcement Learning Progress

39 pointsby rloombaalmost 7 years ago

1 comment

throwawayjavaalmost 7 years ago
<i>&gt; ...and a really good simulated environment that captures the problem you’re solving.</i><p>The original &quot;data is the new oil&quot; quote was pointing out that raw data, like raw oil, requires lots of processing&#x2F;refinement before the raw resource becomes something with a lot of economic value and potential [1].<p>In that sense, simulated environments are the oil of deep RL.<p>Deep RL has a lot of promise (and obv is already delivering on that promise). But when it comes to the need for high-fidelity and accurate models, we&#x27;re out of the frying pan and into the fire.<p>[1] <a href="https:&#x2F;&#x2F;medium.com&#x2F;@TalPerry&#x2F;on-labeled-data-85fbaf1bdf89" rel="nofollow">https:&#x2F;&#x2F;medium.com&#x2F;@TalPerry&#x2F;on-labeled-data-85fbaf1bdf89</a>