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Facebook's Open-Source Reinforcement Learning Platform – A Deep Dive

submitted by thebil+(OP) on 2018-12-02 19:14:51 | 118 points 8 comments
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replies(2): >>mendez+Mo >>saagar+Ro
1. mendez+Mo[view] [source] 2018-12-03 00:18:43
>>thebil+(OP)
Why is Facebook getting into reinforcement learning? Are there applications of RL to improving social connections or extracting more data to sell to advertisers?
replies(3): >>civics+Ap >>taneq+3r >>bobbyg+ts
2. saagar+Ro[view] [source] 2018-12-03 00:20:17
>>thebil+(OP)
Also unrelated, but hopefully not flamebait: the code blocks run off my screen on an iPad because they’re too long. Having just fixed this issue on my own website yesterday, a bit of unsolicited advice: add “overflow: auto” to them and constrain them to the standard margins for your article.
replies(1): >>redran+We1
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3. civics+Ap[view] [source] [discussion] 2018-12-03 00:32:04
>>mendez+Mo
If you take a look at the announcement post for the framework, you can see some discussion about that: https://code.fb.com/ml-applications/horizon/

One application that they mention related (at least loosely) to social connections is deciding whether or not to deliver a notification to a user.

replies(2): >>eismcc+zA >>b_tter+dm1
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4. taneq+3r[view] [source] [discussion] 2018-12-03 00:53:22
>>mendez+Mo
I'd imagine that a company which exists entirely to collect huge amounts of data might have some interest in useful ways to automatically process that data.
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5. bobbyg+ts[view] [source] [discussion] 2018-12-03 01:14:33
>>mendez+Mo
Most likely to make the News Feed more engaging
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6. eismcc+zA[view] [source] [discussion] 2018-12-03 03:44:18
>>civics+Ap
That makes sense. At Twitter, I redesigned the notifications system to explicitly allow for ML based decisions such as this.
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7. redran+We1[view] [source] [discussion] 2018-12-03 13:49:08
>>saagar+Ro
This makes me so happy to see other delevopers help!!
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8. b_tter+dm1[view] [source] [discussion] 2018-12-03 14:49:00
>>civics+Ap
Any idea on what the objective function for such a thing would be?
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