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mikebotazzo

Re:Text Summarization with TensorFlow on Wednesday August 24, 2016 @04:13PM (#12354881)
Wow, I like this.

As an example, here is the Google article resumed by SUMMRY.

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Research Blog: Text summarization with TensorFlow Being able to develop Machine Learning models that can automatically deliver accurate summaries of longer text can be useful for digesting such large amounts of information in a compressed form, and is a long-term goal of the Google Brain team.

One approach to summarization is to extract parts of the document that are deemed interesting by some metric and join them to form a summary.

Above we extract the words bolded in the original text and concatenate them to form a summary.

It turns out for shorter texts, summarization can be learned end-to-end with a deep learning technique called sequence-to-sequence learning, similar to what makes Smart Reply for Inbox possible.

In this case, the model reads the article text and writes a suitable headline.

In those tasks training from scratch with this model architecture does not do as well as some other techniques we're researching, but it serves as a baseline.

We hope this release can also serve as a baseline for others in their summarization research.

Look at their promotional video too [1], it’s very concise and goes straight to the point, showing good examples of why using the application is worth.

[1] https://www.youtube.com/watch?v=SWO-Hedsr8E

Re:Ask HN: NIPS 2015 – Tutorial Deep Learning on Monday February 01, 2016 @05:35AM (#11010956)
Hi mamuninfo, I'm looking for the NIPS video,not another tutorial for deep learning. Anyway, thanks for the reference.

Ask HN: NIPS 2015 – Tutorial Deep Learning

I'm trying to access the video for the deep learning tutorial linked in [1], but the link doesn't work (It's hosted in the Microsoft research website). Does anyone know if that's the only place where this video is available? (I searched in Youtube and other websites related with NIPS but I don't find anything).[1] https://nips.cc/Conferences/2015/Schedule?type=Tutorial

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Re:Python metric learning code issue on Sunday June 21, 2015 @06:08AM (#9752839)
Well, based in the content of this link http://wiki.scipy.org/PerformancePython, now I believe there is not that much difference in performance, but I still would like to try the Matlab code

Python metric learning code issue

Hi I'm making some studies with metric learning and using Python to test some cases. However I'm doing some heavy calculations and my console is failing to deal with the values (I'm in an environment configured with Anaconda + Spyder). I want to convert the code below into Matlab to optimize the calculations. If there is someone that master Matlab and would be willing to convert the code, I...

( Read More... | 3 comments | 2 points | on HN )