Interpreting neurons in an LSTM network

27 Jun 2017By Tigran Galstyan and
Hrant Khachatrian.

A few months ago, we showed how effectively an LSTM network can perform text
transliteration.

For humans, transliteration is a relatively easy and interpretable task, so it’s a good task for interpreting what the network is doing, and whether it is similar to how humans approach the same task.

In this post we’ll try to understand: What do individual neurons of the network actually learn? How are they used to make decisions?

Contents
Transliteration

About half of the billions of internet users speak languages written in non-Latin alphabets, like Russian, Arabic, Chinese, Greek and Armenian. Very often, they haphazardly use the Latin alphabet to write those languages.

Привет: Privet, Privyet, Priwjet, …كيف حالك: kayf halk, keyf 7alek, …Բարև Ձեզ: Barev Dzez, Barew Dzez, …

So a growing share of user-generated text content is in these “Latinized” or “romanized” formats that are difficult to parse, search or even identify. Transliteration is


Original URL: http://feedproxy.google.com/~r/feedsapi/BwPx/~3/qCzSLoLXtpA/

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How to Install and Configure Drupal with Apache on Debian 9

Drupal is a free and open source content management system that can be used to create online content, website and user communities. It is written in PHP language, uses MySQL as a database backends and distributes under the GNU General Public License. In this article, we will demonstrate how to install Drupal 8 on Debian 9 server.


Original URL: https://www.howtoforge.com/tutorial/how-to-install-and-configure-drupal-on-debian-9/

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PowerShell: Learn to tap the pipeline

Microsoft PowerShell is a powerful scripting language and administrative framework for Windows, and one of the key elements that makes it so powerful is the pipeline — the assembly line of data and results that moves between and through cmdlets. In this piece, we’re going to talk about how you glue stuff together — or, more specifically, how you take the output or results from one PowerShell cmdlet and send it into another for further processing.To read this article in full or to leave a comment, please click here(Insider Story)


Original URL: http://www.computerworld.com/article/3208115/microsoft-windows/powershell-learn-to-tap-the-pipeline.html#tk.rss_all

Original article

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