AKA Story

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, […]

DBNs, RBM seminar

We had an AKA AI seminar last Friday. We had our AI centers in the US and South Korea come together and Andy lead the seminar. The summary of the seminar is as follows: 1. RBM RBM stands for Restricted Boltzmann Machine. It can be seen as a system in DBNs (Deep Belief Networks), which are multilayered nerve networks in an MLP form. We should understand the following concepts in order to understand DBNs and RBM. i. MLP (Multilayer Perceptron) ii. Stochastic Modeling iii. EBM (Energy Based Model) All three of the concepts mentioned above are of importance in machine learning and constructing theoretical backgrounds for DBNs and RBM. However, the three are basically independent from each other. Short explanations […]