Oleg Zabluda's blog
Tuesday, October 18, 2016
 
Open Compute Project History
Open Compute Project History
http://www.businessinsider.com/facebook-open-compute-project-history-2015-6
http://www.businessinsider.com/facebook-open-compute-project-history-2015-6

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Open Sourcing a Deep Learning Solution for Detecting NSFW Images
Open Sourcing a Deep Learning Solution for Detecting NSFW Images
"""
The deep models were first pre-trained on the ImageNet 1000 class dataset. For each network, we replace the last layer (FC1000) with a 2-node fully-connected layer. Then we fine-tune the weights on the NSFW dataset. Note that we keep the learning rate multiplier for the last FC layer 5 times the multiplier of other layers, which are being fine-tuned. We also tune the hyper parameters (step size, base learning rate) to optimize the performance.

We observe that the performance of the models on NSFW classification tasks is related to the performance of the pre-trained model on ImageNet classification tasks, so if we have a better pretrained model, it helps in fine-tuned classification tasks. The graph below shows the relative performance on our held-out NSFW evaluation set.
[...]
We are releasing the thin ResNet 50 model, since it provides good tradeoff in terms of accuracy, and the model is lightweight in terms of runtime (takes < 0.5 sec on CPU) and memory (~23 MB).
"""
https://yahooeng.tumblr.com/post/151148689421/open-sourcing-a-deep-learning-solution-for

https://github.com/yahoo/open_nsfw
https://yahooeng.tumblr.com/post/151148689421/open-sourcing-a-deep-learning-solution-for

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Tutorial: Deep Learning, Learning Representations | Joshua Bengio, Yann LeCun (2016)
Tutorial: Deep Learning, Learning Representations | Joshua Bengio, Yann LeCun (2016)
https://www.youtube.com/watch?v=CLSy5WlaWKc

Tutorial: Monte Carlo Inference Methods | Iain Murray
https://www.youtube.com/watch?v=Xr9uXCYrCoU

Tutorial: Introduction to Reinforcement Learning with Function Approximation (making optimal sequential decisions) | Rich Sutton'
https://www.youtube.com/watch?v=ggqnxyjaKe4
https://www.youtube.com/watch?v=CLSy5WlaWKc

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"""
"""
Ellen Pao, a former Reddit executive and vocal advocate for diversity in tech, has announced that her group Project Include is ending its relationship with Y Combinator, the well-known startup “accelerator” where Thiel is a part-time partner.
[...]
“Because of his continued connection to YC [Y Combinator], we are compelled to break off our relationship with YC.
"""
https://www.theguardian.com/technology/2016/oct/17/project-include-y-combinator-donald-trump-peter-thiel
https://www.theguardian.com/technology/2016/oct/17/project-include-y-combinator-donald-trump-peter-thiel

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O кискax и сексистах (C) Oleg Zabluda, Oct 15, 2016
O кискax и сексистах (C) Oleg Zabluda, Oct 15, 2016
"""
Предпочитать сосиски
Немного по-сексистски

А приставать к Лариске
Чуть больше по-сексистки

Лапать её сиськи
Довольно по-сексистки

Хватать девиц за письки
Ваще уж по-сексистки
* * *
В топологии Зарисского
Не много есть сексисткого

Совсем не по-Марксистки
Вести себя сексистки

Во рту сосать ириски
Не нужно по-сексистки

И сам язык английский
Когда-то был сексисткий
(А теперь мы над этим работаем)
"""

Написано на злобу дня (топично).
https://www.google.com/search?q=trump+grab+pussy

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