Cognitive Reasoning Platforms – Spinning Social Media Interactions into Gold
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Transcript of Cognitive Reasoning Platforms – Spinning Social Media Interactions into Gold
Deep LearningZachary C. Lipton
zacklipton.com
Critical Review of RNNs: http://arxiv.org/abs/1506.00019
Conditional Generative RNNS:http://arxiv.org/abs/1511.03683
Computation Revolves Around Functions
“Time underlies many interesting human behaviors”
{0,1} {A,B,C…} captions …
Shakespeare GenerationPANDARUS:Alas, I think he shall be come approached and the day When little srain would be attain'd into being never fed, And who is but a chain and subjects of his death, I should not sleep.
Second Senator:They are away this miseries, produced upon my soul, Breaking and strongly should be buried, when I perish The earth and thoughts of many states.
DUKE VINCENTIO:Well, your wit is in the care of side and that.
Second Lord: They would be ruled after this chamber, and my fair nues begun out of the fact, to be conveyed, Whose noble souls I'll have the heart of the wars.
Clown:Come, sir, I will make did behold your worship.
VIOLA:I'll drink it.
Training Data: All of Shakespeare
Size: 4.4MB
Text generated one character at a time!
Example
A.5 FRUIT/VEGETABLE BEER <STR>On tap at the brewpub. A nice dark red color with a nice head that left a lot of lace on the glass. Aroma is of raspberries and chocolate. Not much depth to speak of despite consisting of raspberries. The bourbon is pretty subtle as well. I really don’t know that I find a flavor this beer tastes like. I would prefer a little more carbonization to come through. It’s pretty drinkable, but I wouldn’t mind if this beer was available. <EOS>