Магистратура 2023/2024

Обработка естественного языка

Статус: Курс по выбору (Аналитика данных для бизнеса и экономики)

Направление: 38.04.01. Экономика

Кто читает: Департамент экономики

Где читается: Санкт-Петербургская школа экономики и менеджмента

Когда читается: 1-й курс, 1 модуль

Формат изучения: без онлайн-курса

Охват аудитории: для своего кампуса

Преподаватели: Терников Андрей Александрович

Прогр. обучения: Аналитика данных для бизнеса и экономики

Язык: английский

Кредиты: 3

Контактные часы: 32

Course Syllabus

Abstract

Prerequisites: strong knowledge and skills in Python (numpy, pandas, scikit-learn), mathematical statistics, and machine learning modeling. Natural language processing (NLP) is an important field of computer science, artificial intelligence and linguistics aimed at developing systems that are able to understand and generate natural language at the human level. Modern NLP systems are predominantly based on machine learning (ML) and deep learning (DL) algorithms, and have demonstrated impressive results in a wide range of NLP tasks such as summarization, machine translation, named entity recognition, relationship extraction, sentiment analysis, speech recognition, and topic modeling. We interact with such systems and use products involving NLP on a daily basis which makes it exciting to learn how these systems work. This course covers the main topics in NLP, ranging from text preprocessing techniques to state-of-the-art neural architectures. We hope to facilitate interest in the field by combining the theoretical basis with the practical applications of the material.