Film review classification

Last update: Jan 21, 2022

Related tags

Deep Learning python deep-learning pytorch recurrent-neural-networks gru rnn torchtext

Overview

Film review classification

Решение задачи классификации отзывов на фильмы на положительные и отрицательные с помощью рекуррентных нейронных сетей

1. Задача:

Для набора отзывов на фильмы из Internet Movie Database (IMDB) необходимо научиться классифицировать отзывы на положительные и отрицательные

2. Технологии:

Python 3
Pytorch
Numpy
Torchtext
Google Colab

3. Модель:

Embedding-слой для представления индексов в отзыве в качестве векторов
RNN/GRU-ячейки для обработки текста (рекуррентные нейронные сети)
Linear + SoftMax слои для классификации текста

4. Результаты:

Точность предсказаний (метрика accuracy): 86%

Owner

Nikita Dukin

Nikita Dukin

GitHub Repository

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