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Syntactic Parse Trees for sentence representation

2016年8月5日

Table of Contents 1. Syntactic Parse Trees for sentence representation   syntax parse tree 1.1. goal 1.2. motivation 1.3. ingredients 1.4. steps 1.5. outlook 1.6. resources Syntactic Parse Trees for sentence representation :syntax:parse:tree: goal...

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Refining the Settings User Interface

2016年7月14日

The User Experience, Engine Development and Design teams have teamed up to create an Application launcher for Musio. There was one already but we weren’t 100% happy with it, so...

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Variational Autoencoder

2016年6月30日

Goal Variational methods for inference of latent variables became popular in the last years. Here, we have a look at variational autoencoders from a slightly more mathematical point of view....

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Autoencoder

2016年6月17日

Goal Autoencoder have long been proposed to tackle the problem of unsupervised learning. In this week’s summary we have a look at their capabilities of providing a features that can...

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Expectation Maximization Algorithm

2016年6月13日

Goal In today’s summary we have a look at the expectation maximization algorithm that allows to optimize latent variable models when analytic inference of the posterior probability of latent variables...

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Beam Search

2016年5月24日

Beam search Goal In this short summary we will have a look at the beam search algorithm, which is applied in NLP for optimizing the generation of sequences of words...

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UNSUPERVISED INDUCTION AND FILLING OF SEMANTIC SLOTS FOR SPOKEN DIALOGUE SYSTEMS USING FRAME-SEMANTIC PARSING

2016年5月20日

SUMMARY This paper focuses on a single question:  If given a large amount of unlabelled audio inputs, is it possible to automatically categorize them without supervision by semantically utilizing the...

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Graphics Processing Units for Neural Networks

2016年4月26日

General Purpose Computing on GPUs – Graphics Processing Units for Neural Networks Goal Neural networks are powered by graphic processing units (GPUs) and computing architectures are quickly growing employing several...

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Respect Artificial Intelligence

2016年4月22日

Innovation always brought with it unexpected opinions and reactions within the population. In life we grew accustomed to it and work as we know it until something simple brings a...

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Backpropagation through time

2016年4月10日

Goal Today’s summary will a give insight into the machinery behind optimization, namely the backpropagation algorithm, in any kind of neural network, whether it is a standard feed forward, convolutional...