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Two Minute Papers · 2016년 1월 5일 게시
Machine learning provides us an incredible set of tools. If you have a difficult problem at hand, you don't need to hand craft an algorithm for it. It finds out by itself what is important about the problem and tries to solve it on its own. In this video, you'll see a number of incredible applications of different machine learning techniques (neural networks, deep learning, convolutional neural networks and more). Note: the fluid simulation paper is using regression forests, which is a machine learning technique, but not strictly deep learning. There are variants of it that are though (e.g., Deep Neural Decision Forests). ________________________ The paper "Toxicity Prediction using Deep Learning" and "Prediction of human population responses to toxic compounds by a collaborative competition" are available here: http://arxiv.org/pdf/1503.01445.pdf http://www.nature.com/nbt/journal/v33/n9/full/nbt.3299.html The paper "A Comparison of Algorithms and Humans For Mitosis Detection" is available here: http://people.idsia.ch/~juergen/deeplearningwinsMICCAIgrandchallenge.html http://people.idsia.ch/~ciresan/data/isbi2014.pdf Kaggle-related things: http://kaggle.com https://www.kaggle.com/c/dato-native http://blog.kaggle.com/2015/12/03/dato-winners-interview-1st-place-mad-professors/ The paper "Deep AutoRegressive Networks" is available here: http://arxiv.org/pdf/1310.8499v2.pdf https://www.youtube.com/watch?v=-yX1SYeDHbg&feature=youtu.be&t=2976 The furniture completion paper, "Data-driven Structural Priors for Shape Completion" is available here: http://cs.stanford.edu/~mhsung/projects/structure-completion Data-driven fluid simulations using regression forests: https://graphics.ethz.ch/~sobarbar/papers/Lad15/DatadrivenFluids.mov https://www.inf.ethz.ch/personal/ladickyl/fluid_sigasia15.pdf Selfies and convolutional neural networks: http://karpathy.github.io/2015/10/25/selfie/ Multiagent Cooperation and Competition with Deep Reinforcement Learning: http://arxiv.org/abs/1511.08779 https://www.youtube.com/watch?v=Gb9DprIgdGw&index=2&list=PLfLv_F3r0TwyaZPe50OOUx8tRf0HwdR_u https://github.com/NeuroCSUT/DeepMind-Atari-Deep-Q-Learner-2Player Kaggle automatic essay scoring contest: https://www.kaggle.com/c/asap-aes http://www.vikparuchuri.com/blog/on-the-automated-scoring-of-essays/ Great talks on Kaggle: https://www.youtube.com/watch?v=9Zag7uhjdYo https://www.youtube.com/watch?v=OKOlO9nIHUE https://www.youtube.com/watch?v=R9QxucPzicQ The thumbnail image was created by Barn Images - https://flic.kr/p/xxBc94 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/
