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Research

The latest updates from our research team at AYLIEN; project updates, academic paper commentary and science-focused pieces on NLP and Deep Learning.

Latest Posts
General

Highlights of NIPS 2016: Adversarial Learning, Meta-learning and more

December 21, 2016

Our researchers at AYLIEN keep abreast of and contribute to the latest developments in the field of Machine Learning. Recently, two of our research sc...

General

Highlights of EMNLP 2016: Dialogue, deep learning, and more

November 14, 2016

Here at AYLIEN we have a team of researchers who like to keep abreast of, and regularly contribute to, the latest developments in the field of Natural...

Research

An overview of word embeddings and their connection to distributional semantic models

October 13, 2016

Unsupervisedly learned word embeddings have seen tremendous success in numerous NLP tasks in recent years. So much so that in many NLP architectures, ...

Data Science

A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis

September 22, 2016

Sentiment analysis is widely used to gauge public opinion towards products, to analyze customer satisfaction, and to detect trends. With the prolifera...

Data Science

Source Code Classification Using Deep Learning

August 30, 2016

Programming languages are the primary tool of the software development industry. Since the 1940’s hundreds of them have been created and a huge amount...

Research

An introduction to Generative Adversarial Networks (with code in TensorFlow)

August 24, 2016

There has been a large resurgence of interest in generative models recently (see this blog post by OpenAI for example). These are models that can lear...

General

Lisbon Machine Learning Summer School Highlights

August 12, 2016

From July 20th to July 28th 2016, I had the opportunity of  attending the 6th Lisbon Machine Learning School. The Lisbon Machine Learning School (LxML...

Product

Leveraging Deep Learning for Multilingual Sentiment Analysis

July 14, 2016

It is a strong indicator of today’s globalized world and rapidly growing access to Internet platforms, that we have users from over 188 countries and ...

Research

Word Embeddings and Their Challenges

June 15, 2016

In recent times deep learning techniques have become more and more prevalent in NLP tasks; just take a look at the list of accepted papers at this yea...

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