Film review classification

Related tags

Deep Learningpythondeep-learningpytorchrecurrent-neural-networksgrurnntorchtext
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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