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June 2019

Natural Language Processing

Designing Rasa training stories (from rasa blog)

Training data is an essential part of every machine learning model. It is no different when it comes to conversational AI. We designed Rasa Core so that instead of writing rules, your assistant could observe what real conversations look like, learn from them and use that knowledge to manage the dialogue. Modelling Read more…

By duyanh, 4 years4 years ago
Natural Language Processing

Attention

In this blog post i will talk about attention the most important innovations in deep learning in the last few years. Attention started out in the field of computer vision as an attempt to mimic human perception. This is a quote from a paper on Visual Attention from 2014. It Read more…

By duyanh, 4 years4 years ago
Natural Language Processing

Neural Machine Translation, Seq2seq

there’s a whole class of NLP tasks that rely on sequential output, or outputs that are sequences of potentially varying length. For example: Translation: taking a sentence in one language as input and outputting the same sentence in another language. Conversation: taking a statement or question as input and responding Read more…

By duyanh, 4 years4 years ago
Natural Language Processing

Language Models

“Being able to predict the future is not always a good thing. Cassandra of Troy had the gift of foreseeing but was cursed by Apollo that no one would believe her predictions. Her warnings of the destruction of Troy were ignored and — well, let’s just say that things didn’t turn out Read more…

By duyanh, 4 years4 years ago

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