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Sentences with style and topic

2016年9月21日

Table of Contents 1. “Generating sentences from a continuous space” 1.1. goal 1.2. motivation 1.3. ingredients 1.4. steps 1.5. outlook 1.6. resources Sentences with style and topic goal In this...

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Alternatives to the softmax layer

2016年8月26日

Table of Contents 1. Alternatives to the softmax layer   softmax 1.1. goal 1.2. motivation 1.3. ingredients 1.4. steps 1.5. outlook 1.6. resources Alternatives to the softmax layer goal This weeks posts...

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Musio’s emotion classifier

2016年8月19日

Table of Contents 1. Musio’s emotion classifier   emotion classifier 1.1. goal 1.2. motivation 1.3. ingredients 1.4. steps 1.5. outlook Musio’s emotion classifier goal In today’s summary we take a look at the...

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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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Musio’s intent classifier

2016年7月18日

Table of Contents 1. Musio’s intent classifier   Musio keras classifier 1.1. goal 1.2. motivation 1.3. ingredients 1.4. steps 1.5. outlook Musio’s intent classifier goal In today’s post we will explain by means of...

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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...