Types of Dialogue Systems Development. Patterns and Machine Learning. Module 1. Lesson 3.
JAICP Course. Creating a Dialogue Bot from Scratch.
Link to the full course with code examples, additional tasks and a solution book: https://help.cloud.just-ai.com/jaicp/...
This video examines methods for classifying user intentions (intents) that are used in dialogue systems.
The JAICP platform uses two approaches to classification - Patterns and Machine Learning.
A pattern is a formalized description of keywords or phrases that the system will search for in the query text.
Machine Learning is a deeper method of data processing and analysis. The algorithm independently identifies important characteristics of the text. Then it vectorizes them, saves semantic information, that is, the meaning, and, using a certain algorithm, compares the text it received from the user with the existing (or pre-created) information base in the platform. The higher the mathematical value of the parameter during comparison, the more confidently we can understand the user's intention and relate it to one of the intents.
The rest of the lessons on dialog systems are available in the playlist: • Курс по JAICP. Создаем диалогового бота с ...