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[SAIF 2019] Day 1: Towards Compositional Understanding of the World by Deep Learning - Yoshua Bengio

[SAIF 2019] Day 1: Towards Compositional Understanding of the World by Deep Learning — Yoshua Bengio



Humans are much better than current AI systems at generalizing out-of-distribution. What ingredients can bring us closer to that level of competence? We propose 4 ingredients combined: (a) meta-learning (to learn end-to-end to generalize to modified distributions, sampled from a distribution over distributions), (b) designing modular architectures with the property that modules are fairly independent of each other and interacting sparsely while made to be composed in new ways easily, © capturing causal structure decomposed into independent mechanisms so as to correctly infer the effect of interventions by agents which modify the data distribution, and (d) building better and more stable models of the invariant properties of possibly changing environments by taking advantage of the interactions between the learner and its environment to learn semantic high-level variables and their interactions, i.e., adopting an agent perspective on learning to benefit deep learning of abstract representations. The last ingredient implies that learning purely from text is not sufficient and we need to strive for learning agents which build a model of the world, to which linguistic labels can be associated, i.e., performing grounded language learning. Whereas this agent perspective is reminiscent of deep reinforcement learning, the focus is not on how deep learning can help reinforcement learning (as a function approximation black box) but rather how the agent perspective common in reinforcement learning can help deep learning discover better representations of knowledge.
#SAIF #SamsungAIForum
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CES 2020 혁신상 총집합 [CES 2020]

CES 2020 혁신상 총집합 [CES 2020]



— 아마존 변기부터 전자식 스미스머신까지?
64코어 라이젠과는 또 다른 혁신적인 신제품들, 아주 많지만 최대한 담아와 봤습니다.
두산 같은 대기업은 물론이고 한양대 같은 학교 것도 혁신상을 받은 우리나라 제품이 많아서 더 반가웠어요.
CES 2020 소식은 여기가 끝입니다. 다음 영상부터는 원래 컨텐츠로 만나요~
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-인스타그램 instagram.com/underkgshow

Samsung First Look Event @ CES 2020 (Micro LED TV, Q950TS 8K QLED, The Frame 2020, The Sero)

Samsung First Look Event @ CES 2020 (Micro LED TV, Q950TS 8K QLED, The Frame 2020, The Sero)



Samsung präsentiert auf dem «The First Look» Event im Rahmen der CES 2020 sein komplettes Display-Lineup mit Micro LED TV, Q950 8K TV, The Frame 2020, The Serif 2020 und ganz neu «The Sero».
### Hier springt ihr direkt zu den jeweiligen Vorstellungen:
3:04 — Micro LED TV: youtu.be/K9yIy6QrdVs?t=184
6:18 — Tap View: youtu.be/K9yIy6QrdVs?t=378
13:30 — Q950TS 8K QLED TV: youtu.be/K9yIy6QrdVs?t=810
23:29 — Odyssey Gaming Monitore: youtu.be/K9yIy6QrdVs?t=1419
29:30 — The Serif 2020: youtu.be/K9yIy6QrdVs?t=1419
30:25 — The Frame 2020: youtu.be/K9yIy6QrdVs?t=1825
32:19 — The Sero: youtu.be/K9yIy6QrdVs?t=1939
34:59 — The Sero Fail: youtu.be/K9yIy6QrdVs?t=2099
Folgt uns!
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Facebook: www.facebook.com/4KFilme/
Twitter: twitter.com/4KFilme
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Odyssey G9: A futuristic gaming experience | Samsung

Odyssey G9: A futuristic gaming experience | Samsung



Light years ahead of your game.
Odyssey G9 summons you to the future with its Infinity Core Lighting design. Step into another world of gaming with a 1000R curved screen, HDR1000, low input lag, 240Hz refresh rate and 1ms response time, all in one G-Sync Compatible monitor.
Discover more: smsng.co/OdysseyG9_YT

Samsung's 292 inch MASSIVE TV: The Wall is back!

Samsung's 292 inch MASSIVE TV: The Wall is back!



This is as big as it gets — we get hands-on with a micro LED, 292 inch Samsung Television, called «the Wall». This is the new 2020 version of Samsung's «the wall», and while absurdly expensive, it's fully scalable — so it can potentially get even bigger. Found this year at CES 2020.
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#CES2020 #Samsung #TheWall

LG at CES 2020 - LG ThinQ Home

LG at CES 2020 — LG ThinQ Home



LG ThinQ connects and gives you more control over almost every area in your life.
LG ThinQ Home shows an intelligent house customized with new customer values.
Enjoy a little tour of new home life with LG ThinQ at CES 2020.
Discover More about LG ThinQ: www.lg.com/us/lg-thinq
#LG #CES2020 #LGCES2020 #LGatCES #LGThinQ #Anywhereishome #AI #LGThinQHome

2020 QLED 8K: The Power of Real Game Enhancer | Samsung

2020 QLED 8K: The Power of Real Game Enhancer | Samsung



Up your game with 2020’s QLED 8K Real Game Enhancer.
Made for gamers, the feature optimizes visibility and sound, reduces lag and distortion, and immerses you fully into virtual worlds. There’s nothing more standing in the way of your win.
#Samsung #SamsungTV #QLED8K