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Armando Vieira
402 followers -
Entrepreneur, Scientist and Machine Learning Consultant
Entrepreneur, Scientist and Machine Learning Consultant

402 followers
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Armando's posts

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In my opinion this was the most important contribution in deep learning in 2016 "Generative Adversarial Parallelization" https://arxiv.org/abs/1612.04021.

Why?
1) it stabilizes the training of GANs without constraining the latent space
2) it incorporates diversity in multimodal distributions without explicit supervision
3) it brings training ANN closer to realistic scenarios and away from the uninteresting Nash equilibria.

Great work guys!

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DeepStack: Expert-Level Artificial Intelligence in
No-Limit Poker https://arxiv.org/pdf/1701.01724v1.pdf

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Coupled Generative Adversarial Networks. Aggressive weight sharing seems to work very well. 

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Project Page for "DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations" (CVPR 2016)

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I've a found a comfortable way to keep track of hyperparameter configurations I try. Just a personal tip & trick, but made my life easier http://ikuz.eu/2016/07/14/using-a-mindmap-in-informal-dnn-parameter-optimization
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