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for who have a passion for -
1. #ArtificialIntelligence
2. Machine Learning
3. Deep Learning
4. #DataScience
5. #Neuroscience

6. #ResearchPapers

7. Related Courses and Ebooks
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Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image": paper:http://goo.gl/aw6AiY code:http://goo.gl/LxCEvB
#Seminars: Information Theory of Deep Learning http://goo.gl/KesYFM
Attention in Neural Networks & How to Use It.
Enables focus on specific parts of input, improving image captioning. http://goo.gl/avfypb article:http://goo.gl/ZRqvmc
#Stanford Seminar - NVIDIA GPU Computing: A Journey from PC Gaming to Deep Learning http://goo.gl/TSeNK7 all video:http://goo.gl/rbEwSj
Building Intelligent Systems with Large Scale Deep Leraning", Jeff Dean, Ken Kennedy Institute Lecture, Oct 3 2017 http://goo.gl/gSnsMX
Go without human knowledge: Nature paper from Google DeepMind
Learns solely from reinforcement learning & game rules http://goo.gl/c1jhNC
Generalization in Deep Learning: I do like this one.
https://arxiv.org/abs/1710.05468
‍ (https://attach.fahares.com/uiCa4N39AnzWLY7+WlYEVw==)

#paper

#ICCV2017 Makeup-Go: Reverse your beauty filter and remove your photo shop effects. Nightmare for Instagram influencers? Image is decomposed first, sub-networks learns residual for each component and then combine the results back http://openaccess.thecvf.com/content_iccv_2017/html/Chen_Makeup-Go_Blind_Reversion_ICCV_2017_paper.html


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#Dataset: Finely Labeled Video Dataset for Human Action Understanding :57.6k videos of 80 actions (eg walk/kick an object), totaling 210k labels. Person-centric bounding boxes http://goo.gl/i7BHW2
5 منبع رایگان برای پیشرفت درک خود در یادگیری عمیق

5 Free Resources for improve Your Understanding of Deep Learning http://goo.gl/9T8XPa @ArtificialIntelligenceArticles
جایزه #بهترین_مقاله درکنفرانس بین‌المللی بینایی ماشین 26 october 2017

International Conference on Computer Vision 2017 or #ICCV2017

#ICCV2017 #best_paper awards :

https://arxiv.org/abs/1703.06870
جایزه #بهترین_مقاله دانشجویی درکنفرانس بین‌المللی بینایی ماشین 26 october 2017
International Conference on Computer Vision 2017 #ICCV2017 #best_Student_paper awards :https://arxiv.org/abs/1708.02002
‍ (https://attach.fahares.com/NS2RI+wQ7eiOGi150U2GMg==)

10 مقاله برتر یادگیری ماشین به انتخاب Mybridge در ماه گذشته : (قسمت اول )

♦️☑️Machine Learning Top 10 Articles For the Past Month

1️⃣Spotify’s Discover Weekly: How machine learning finds your new music

http://goo.gl/PwLbpx

2️⃣But what *is* a Neural Network? | Deep learning, Part 1. Courtesy of

http://goo.gl/1U1dSv

3️⃣Competitive Self-Play. Courtesy of Open AI

http://goo.gl/DeGjRo

paper:https://arxiv.org/abs/1710.03748

4️⃣3D Face Reconstruction from a Single Image. Courtesy of Aaron Jackson

http://cvl-demos.cs.nott.ac.uk/vrn/

paper:https://arxiv.org/abs/1703.07834

code:https://github.com/AaronJackson/vrn


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‍ (https://attach.fahares.com/qJa89Hw0CK4TM2sydP4uXg==)

10 مقاله برتر یادگیری ماشین به انتخاب Mybridge در ماه گذشته : (قسمت دوم )

♦️☑️Machine Learning Top 10 Articles For the Past Month

5️⃣Neural Language Modeling From Scratch. Courtesy of Ofir Press

http://ofir.io/Neural-Language-Modeling-From-Scratch/


paper:https://arxiv.org/abs/1608.05859


6️⃣Over 100 Data Science Interview Questions. Courtesy of LearnDataSci

http://www.learndatasci.com/data-science-interview-questions/

7️⃣Engineering Uncertainty Estimation in Neural Networks for Time Series Prediction at Uber

https://eng.uber.com/neural-networks-uncertainty-estimation/

paper:https://arxiv.org/abs/1709.01907

8️⃣Heart Disease Diagnosis with Deep Learning: State-of-the-art results with 60x fewer parameters

https://blog.insightdatascience.com/heart-disease-diagnosis-with-deep-learning-c2d92c27e730

9️⃣GANs are Broken in More than One Way: The Numerics of GANs

http://www.inference.vc/my-notes-on-the-numerics-of-gans/

🔟Introducing: Unity Machine Learning Agents

https://blogs.unity3d.com/2017/09/19/introducing-unity-machine-learning-agents/

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‍ (https://attach.fahares.com/3EvQ93JfKRu8lhZYBx2o1Q==)

🗂 شبکه های ( CapsNet یا Capsule Networks)یک جایگزینی جدید برای شبکه های عصبی کانولوشنی

📎 این به عنوان یک کار انقلابی به شمار می رود که می تواند زمنیه ی #computervision را کاملا تغییر دهد.

CapsuleNetworks - a new alternative to convolutional #NeuralNetworks improves #computervision. #GoogleBrain


This is being hailed as a revolutionary work that could totally revamp #computer_vision research.

💧http://goo.gl/LtRkrn


A much awaited paper on Capsules by Geoffery Hinton

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⭐️⭐️مقاله ی انقلابی جفری هینتون (پدر بزرگ یادگیری عمیق ) درمورد Capsules ها در تاریخ 26 اکتبر 2017

❄️The paper: https://arxiv.org/abs/1710.09829

Hinton's new CapsNet explained very nicely by Debarko in this article with sample code:


🌟https://hackernoon.com/what-is-a-capsnet-or-capsule-network-2bfbe48769cc


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الگوریتم های یادگیری عمیق مهم (و مقالات) را از یک نقشه ذهنی مشاهده کنید
See important deep learning algorithms (and papers) from one mindmap http://goo.gl/xXwkKo @ArtificialIntelligenceArticles
‍ (https://attach.fahares.com/x74q0o2MdET5gX/T8uVQgQ==)

مقاله ی جدید Andrew Y. Ng :

Deep Learning for pneumonia detection from chest x-rays

محققان دانشگاه استنفورد یک الگوریتم یادگیری عمیق که قفسه سینه اشعه X برای نشانه های بیماری ارزیابی می کرد را توسعه داده اند. در طول یک ماه توسعه، الگوریتم آنها در تشخیص پنومونی بهتر از متخصص رادیولوژیست بود.(ترجمه گوگل )

Stanford researchers have developed a deep learning algorithm that evaluates chest X-rays for signs of disease. In just over a month of development, their algorithm outperformed expert radiologists at diagnosing pneumonia.



Andrew Y. Ng :

Should radiologists be worried about their jobs? Breaking news: We can now diagnose pneumonia from chest X-rays better than radiologists.

آیا رادیولوژیست ها در مورد شغل خود نگران هستند؟ ما اکنون می توانیم پنومونی را از اشعه X را از قفسه سینه بهتر از رادیولوژیست ها تشخیص دهیم.(ترجمه گوگل)

#paper :


CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning

https://arxiv.org/abs/1711.05225

or

https://stanfordmlgroup.github.io/projects/chexnet/


news : https://news.stanford.edu/2017/11/15/algorithm-outperforms-radiologists-diagnosing-pneumonia/



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‍ (https://attach.fahares.com/SntQ93wnC4gG2ruG3WEEFw==)

#دیتاست : یازده هزار تصویر دست... از ۱۹۰ سوژه. مناسب برای تشخیص جنسیت و تشخیص هویت بیومتریک....با برچسب های: جنسیت سن، رنگ پوست پشت یا کف دست. لاک ناخن یا ظاهر نامتعارف

#Dataset: 11k hand images (1600 x 1200 pixels) of 190 subjects. Useful for gender recognition and biometric identification using hand images. Labelled with: gender, age, skin color, dorsal or palmar, nail polish, or irregularities.

https://sites.google.com/view/11khands

paper:

https://arxiv.org/abs/1711.04322



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