Toward theoretical understanding of deep learning

https://unsupervised.cs.princeton.edu/deeplearningtutorial.html


video :

https://www.facebook.com/icml.imls/videos/428562880991566/

@ArtificialIntelligenceArticles

Facebook Research at ICML 2018

https://research.fb.com/facebook-research-at-icml-2018/

@ArtificialIntelligenceArticles

Optimization Perspectives on Learning to Control #ICML2018 #Tutorial
https://people.eecs.berkeley.edu/~brecht/l2c-icml2018/

@ArtificialIntelligenceArticles

First human body scan performed.

First 3D colour X-ray of a human using CERN technology https://home.cern/about/updates/2018/07/first-3d-colour-x-ray-human-using-cern-technology

Inability of convolutional #neuralnetworks (CNNs) to transform spatial representations between two different types: coordinates in (i, j) Cartesian space and coordinates in one-hot pixel space.

https://eng.uber.com/coordconv/


paper: https://arxiv.org/abs/1807.03247

AI Can Now Fix Your Grainy Photos by Only Looking at Grainy Photos https://goo.gl/3C6ZpS
paper: https://arxiv.org/abs/1803.04189 @ArtificialIntelligenceArticles

The matrix calculus you need for #deeplearning


https://explained.ai/matrix-calculus/index.html or

paper : arxiv.org/abs/1802.01528

@ArtificialIntelligenceArticles

Notes from the #AI frontier: Applications and Value of #DeepLearning https://goo.gl/1P3SKt

Capsules for Object Segmentation.
Paper: https://arxiv.org/abs/1804.04241
Code: https://goo.gl/x1qh4f Project page: https://goo.gl/MYzWfY

Live video of the ICML Test Of Time Award talk by FAIRies Ronan Collobert and Jason Weston for their 2008 ICML paper that pioneered deep learning approaches to natural language processing.

https://www.facebook.com/icml.imls/videos/432124137302107/

@ArtificialIntelligenceArticles

Universal Transformers
"achieves a new state of the art on the bAbI linguistic reasoning task"

paper: https://arxiv.org/abs/1807.03819
source code: https://github.com/tensorflow/tensor2tensor
#GoogleBrain

@ArtificialIntelligenceArticles

مقاله ی جدیدی از پروفسور جفری هینتون منتشر شده در تاریخ 12 Jul
paper : https://arxiv.org/abs/1807.04587v1 @ArtificialIntelligenceArticles

بهترین مقالات arXiv مرتبط با هوش مصنوعی یادگیری ماشین و یادگیری عمیق
Best of arXiv.org for AI, Machine Learning, and Deep Learning https://goo.gl/bZf8U7 @ArtificialIntelligenceArticles

Winning solutions of past #kaggle competitions in one place

https://www.kaggle.com/sudalairajkumar/winning-solutions-of-kaggle-competitions @ArtificialIntelligenceArticles

Seedbank, a place to discover interactive ML examples which you can run from your browser, no set-up required.

Each example can be edited, extended, and adapted into your own project.

Blog post by Michael Tyka: https://medium.com/tensorflow/seedbank-discover-machine-learning-examples-2ff894542b57?linkId=54191031

@ArtificialIntelligenceArticles

Very detailed notes of #ICML2018 conference. 55 pages from David Abel. https://goo.gl/kAsFTC @ArtificialIntelligenceArticles

ICML2018 Video uploads

https://goo.gl/j7uW7x @ArtificialIntelligenceArticles

Learning World Models: The Next Step Towards AI. Invited talk by Yann LeCun


https://www.facebook.com/ijcaiecai18/videos/2184672041673770/ @ArtificialIntelligenceArticles

An Opinionated Introduction to AutoML and Neural Architecture Search

Written by Rachel Thomas : https://www.fast.ai/2018/07/16/auto-ml2/ @ArtificialIntelligenceArticles

50 تا از بهترین دیتاست برای یادگیری ماشین
The 50 Best Free Datasets for Machine Learning
https://gengo.ai/articles/the-50-best-free-datasets-for-machine-learning/ @ArtificialIntelligenceArticles

Cool, creative and aesthetic: deep learning #AI to advance neuroscience by automating the reconstruction of neural circuits from microscopy images https://goo.gl/seMMLA