[SAIF 2019] Day 1: Adapting and Explaining Deep Learning for Autonomous Systems – Trevor Darrell

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Learning of layered or “deep” representations has recently enabled low-cost sensors for autonomous vehicles and efficient automated analysis of visual semantics in online media. But these models have typically required prohibitive amounts of training data, and thus may only work well in the environment they have been trained in. I’ll describe recent methods in adversarial adaptive learning that excel when learning across modalities and domains. Further, these models have been unsatisfying in their complexity–with millions of parameters–and their resulting opacity. I’ll report approaches which achieve explainable deep learning models, including both introspective approaches that visualize compositional structure in a deep network, and third-person approaches that can provide a natural language justification for the classification decision of a deep model.... Read More | Share it now!

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

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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, (c) 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.... Read More | Share it now!

UFC 247 Embedded: Vlog Series – Episode 2

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On Episode 2 of UFC 247 Embedded, light heavyweight Dominick Reyes loads up for a travel day and gets fight inspiration from the Super Bowl. Flyweight champion Valentina Shevchenko draws energy from the water at a Texas beach, then draws in the sand. Challenger Katlyn Chookagian explains the strategy behind her commuter fight camp. On the mats and in the pool, champion Jon Jones is focused and calm ahead of his title defense. UFC 247 Embedded is an all-access, behind-the-scenes video blog leading up to the two title fights taking place Saturday, February 8th on Pay-Per-View. Order the Pay-Per-View at ESPNPlus.com/PPV
 
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About UFC®
 
UFC® is the world’s premier mixed martial arts organization (MMA), with more than 318 million fans and 80 million social media followers. The organization produces more than 40 live events annually in some of the most prestigious arenas around the world, while broadcasting to nearly one billion TV households across more than 170 countries. UFC’s athlete roster features the world’s best MMA athletes representing more than 65 countries. The organization’s digital offerings include UFC FIGHT PASS®, one of the world’s leading streaming services for combat sports. UFC was acquired in 2016 by global entertainment, sports and content company Endeavor, along with strategic investors Silver Lake Partners and KKR. UFC is headquartered in Las Vegas, Nevada. For more information, visit UFC.com and follow UFC at Facebook.com/UFC, Twitter, Snapchat and Instagram: @UFC.... Read More | Share it now!

Honest Trailers | Men in Black: International

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Get Lords Mobile and discover more on Google Play.►►https://play.google.com/store/apps/details?id=com.igg.android.lordsmobile
Google Play along with the World Health Organization (WHO) and Global Games Industry Encourages Players to Follow Health and Safety Guidelines for COVID-19 including social distancing; Thank you to all the game makers and players who are staying inside to protect communities around the world, wherever you are, whatever game you play we can make a difference and #PlayAPartTogether.
To learn more follow #PlayAPartTogether on social media.... Read More | Share it now!