Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN

paper: https://arxiv.org/abs/1808.01960 @ArtificialIntelligenceArticles

Must know Information Theory concepts in Deep Learning (AI)
https://towardsdatascience.com/must-know-information-theory-concepts-in-deep-learning-ai-e54a5da9769d

Deep Learning meets Physics: Restricted Boltzmann Machines
https://goo.gl/8uQNcN @ArtificialIntelligenceArticles

Machine Learning in Node.js with TensorFlow.js
https://jamesthom.as/blog/2018/08/07/machine-learning-in-node-dot-js-with-tensorflow-dot-js/

Accelerating progress on important questions in AI safety & security, recent paper "A Dual Approach to Scalable Verification of Deep Networks" being awarded Best Paper at #UAI2018.

A Dual Approach to Scalable Verification of Deep Networks

@ArtificialIntelligenceArticles
paper : https://arxiv.org/abs/1803.06567

How To Start Using TPUs From Google Colab in Few Simple Steps

https://blog.kovalevskyi.com/howto-start-using-tpus-from-google-colab-in-few-simple-steps-fff0fd2cb361

book: model based machine learning => New machine learning book by John Winn, Christopher Bishop, Thomas Diethe

Accessible online for free : https://www.mbmlbook.com/index.html

Awesome interview by Yoshua Bengio on lessons learned from starting academic labs

https://goo.gl/psCMRE

What’s New in Deep Learning Research: Microsoft’s TextWorld is the OpenAI Gym of Language Learning

https://flipboard.com/@flipboard/-whats-new-in-deep-learning-research-mic/f-2209f1e74e%2Ftowardsdata

Academic Torrents is a distributed system for sharing enormous datasets. So far they have made 27.23TB of research data available. https://academictorrents.com @ArtificialIntelligenceArticles

❄️💦10 مقاله برتر یادگیری ماشین به انتخاب Mybridge در ماه گذشته
Machine Learning Top 10 Articles for the Past Month (v.Aug 2018)
https://goo.gl/DUhd6W @ArtificialIntelligenceArticles

NVIDIA #Turing

Fusing Real-Time Ray Tracing, AI, Simulation and Rasterization https://goo.gl/fznEeq @ArtificialIntelligenceArticles

https://www.youtube.com/watch?v=FhRW77rZUS8 @ArtificialIntelligenceArticles

Deep learning in The Brain : https://goo.gl/oqUXqV @ArtificialIntelligenceArticles

108-page survey paper/book on Deep Learning Techniques for Music Generation. https://arxiv.org/abs/1709.01620

Video-to-Video Synthesis

Using Conditional GAN to generate HD resolution videos.

paper: https://arxiv.org/abs/1808.06601

Code: https://github.com/NVIDIA/vid2vid
Video: https://goo.gl/c6Em4R

Set of illustrated Machine Learning cheatsheets covering the content of Stanford's CS 229 class:

Deep Learning: https://goo.gl/nzETEb

Supervised Learning: https://goo.gl/U7UVpj

Unsupervised Learning: https://goo.gl/XgAxk6

Tips and tricks: https://goo.gl/FwwQLP

@ArtificialIntelligenceArticles

Pieter Abbeel's slides from his last lecture kicking off the IRIM seminar series yesterday at Georgia Tech

https://www.dropbox.com/s/0cs3s55hsuba0ra/2018_08_13__Deep-Learning-to-Learn__GaTech__Abbeel--final.pdf

@ArtificialIntelligenceArticles

Which GPU(s) to Get for Deep Learning
RTX 2080 most cost-efficient choice. GTX 1080/1070 (+Ti) cards remain very good choices, especially as prices drop
https://goo.gl/97aKSZ

Everybody Dance Now

Exciting new work on conditional video synthesis from Berkeley.

"Method for motion transfer: given a video of a person dancing we can transfer that performance to a novel target after only a few min of the target performing standard moves"

https://www.youtube.com/watch?v=PCBTZh41Ris&feature=youtu.be&t=2m14s

paper : https://arxiv.org/abs/1808.07371

@ArtificialIntelligenceArticles