ArtificialIntelligenceArticles
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At the heart of most deep learning generalization bounds (VC, Rademacher, PAC-Bayes) is uniform convergence (u.c.). We argue why u. c. may be unable to provide a complete explanation of generalization, even if we take into account the implicit bias of SGD.

https://arxiv.org/pdf/1902.04742.pdf

https://t.iss.one/ArtificialIntelligenceArticles
Few things are closer to my heart than Graphs and Machine Learning. This survey paper looks at deep learning techniques for handling graphs:

https://arxiv.org/pdf/1812.04202.pdf
Excellent post on achieving state-of-the-art heart disease diagnosis using deep learning (dilated U-Net in Keras): https://blog.insightdatascience.com/heart-disease-diagnosis-with-deep-learning-c2d92c27e730 https://t.iss.one/ArtificialIntelligenceArticles
DoorGym: A Scalable Door Opening Environment and Baseline Agent
Urakami et al.: https://arxiv.org/pdf/1908.01887v1.pdf
#DeepLearning #ReinforcementLearning #Robotics
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment
Adrien Ali Taïga, William Fedus, Marlos C. Machado, Aaron Courville, Marc G. Bellemare : https://arxiv.org/abs/1908.02388
#deeplearning #machinelearning #reinforcementlearning
Attend To Count: Crowd Counting with Adaptive Capacity Multi-scale CNNs. arxiv.org/abs/1908.02797
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds. arxiv.org/abs/1908.01842