Meet Musio

Musio’s emotion classifier

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 emotion classifier applied in Musio and layout some details of the data and models we use. motivation Sentiment classification is in general an important task, since as humans our intention is never to only convey plain content. The way we phrase things is as important as the message itself in human interaction. And sometimes misinterpreting the emotions of one’s counterpart will lead to awkward situations. Hence, Musio has to learn to read the emotional status of it’s users to take part in their daily life. ingredients emotion, sentiment analysis, MLP, […]

Musio’s intent classifier

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 presenting an example classifier for the user utterance how Musio is capable of determining the intent of the user. motivation Since Musio’s interior consists of several modules, all associated to solving a specific tasks, from question answering to general conversation, we have to forward the user utterance to the correct module that is able to generate a sensible response to the user utterance. ingredients data set, cross validation, modules, classifier, keras, spacy steps We skip the part on speech recognition and assume that we received a properly trancscripted user utterance. […]