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mrdrozdov
searching PlanetScale…
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11 ms
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61.
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by
mrdrozdov
10y ago
Always useful to see implementations of simple components, like epsilon greedy action choice: function nql:eGreedy(state, testing_ep) self.ep = testing_ep or (self.ep_end + math.max(0, (self.ep_start - self
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DeepMind DQN Implementation from Nature
(github.com)
2 points
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mrdrozdov
10y ago
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1 comments
63.
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mrdrozdov
10y ago
There's definitely some examples of useful ops here: # 1. Define our computation as some op def useful_op(input_a, input_b, use_clipping=True, remove_nans=False, solve_agi='maybe'): # ...
64.
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mrdrozdov
10y ago
David Rosenberg's Machine Learning course is an excellent intro. Will give you the foundations that you need for anything else. Has a few links for additional resources, but the slides are mostly sufficient. https://davidros
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mrdrozdov
10y ago
Hi Michael, What advice do you have for some who is happy with their current trajectory, but might want to start their own business in say 10 years? Thanks!
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mrdrozdov
10y ago
This would fit so well into George Carlin's Euphemisms bit: https://www.youtube.com/watch?v=vuEQixrBKCc
67.
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mrdrozdov
10y ago
I'd go ahead and say that a lot of ambiguous news will not be marked anyway. Although any news that says I've made alien babies should obviously be marked disputed.
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mrdrozdov
10y ago
What are the two sides? Why should they have a say? Some information can be definitely marked as False without taking opinion into account. I have three feet. <= False
69.
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mrdrozdov
10y ago
Yeah, I mean being able to find the origin of information for any piece of text online is obviously better, but that's hard. Marking articles which are clearly incorrect is probably a good start. The sky is checkered like a chess board
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mrdrozdov
10y ago
The court.
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mrdrozdov
10y ago
What do you mean by source?
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mrdrozdov
10y ago
Considering that anyone can publish anything online, and then collect money for advertising dollars on that topic, this seems like a very reasonable feature regardless of the political climate.
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mrdrozdov
10y ago
Spam detectors are clearly also political in nature. And I know some Nigerian princes that you really need to meet.
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mrdrozdov
10y ago
I'd expect they have a reasonably effective approach for A/B testing. Essentially, you want a uniformly random sample of your users, but you also want to enforce some properties about "connectedness" of the users in the
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mrdrozdov
10y ago
The Onion is fake news, so it probably should be disputed, especially considering there are many instances of people considering it as real news.
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mrdrozdov
10y ago
Wouldn't this logic apply to their previous reporting feature?
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mrdrozdov
10y ago
It's really a great approach that they're taking. I do think classification of "True" is very difficult, although "Disputed" seems reasonable. For instance, if I wrote an article saying I was a billionaire, I&#
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mrdrozdov
10y ago
Anyone using this yet to automatically track SotA results on machine learning tasks?
79.
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mrdrozdov
10y ago
Only place I've seen them used has been to annotate the notes of a deep learning course at Stanford. http://cs231n.github.io/
80.
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mrdrozdov
10y ago
How do you know it's from Uber? Don't they have a partnership program where you can collect some $ from convincing new users to join? Would be easy for anyone to sign up, get a bunch of a coupon codes, then post these reviews.
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mrdrozdov
10y ago
To clarify, given the net is not neutral, Facebook will be able to provide better services because they pay internet providers some fee for extra bandwidth and reduced latency. While Snapchat would decide to provide worse services at a more
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mrdrozdov
10y ago
Would this only effect up and coming telecom firms and high bandwidth services (video streaming, audio streaming, gaming, etc.), or also your every day SaaS startup? Edit: how exactly would this have a negative impact on SnapChat? Double ed
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mrdrozdov
10y ago
This seems like a specific case of Curriculum Learning from the machine learning literature.
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Facebook Testing Fake News Feature
(techcrunch.com)
3 points
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mrdrozdov
10y ago
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0 comments
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mrdrozdov
10y ago
What is the content page?
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mrdrozdov
10y ago
Thanks. According to Snopes, the story is False [1]. It's pretty ridiculous that "credible" news sources can write a story like this and then take no responsibility when it's wrong. I don't think it's enough to
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mrdrozdov
10y ago
Unclear. Was the story accurate?
88.
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mrdrozdov
10y ago
> Eventually the scientists went so far as to develop an in-house programming language for their models rather than settle for a numbercentric option such as ASCII, which was popular at the time.
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mrdrozdov
10y ago
Did not realize you could use MXNet declaratively (like Tensorflow/Theano) and imperatively (like Torch/Chainer). Can anyone speak more of their imperative usage of MXNet?
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Recurrent Neural Network Grammars
(arxiv.org)
2 points
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mrdrozdov
10y ago
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0 comments
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