a-tabaza/sentiment-analysis-and-summarization-of-film-reviews-with-transformers

Sentiment analysis and summarization of film reviews with Transformers

Sentiment Analysis and Summarization of Film Reviews with Transformers

Concepts & Ideas used:

1. Web scraping using Selenium
2. Compiling dataset from scratch
3. Data vizualization with text datasets (advanced WordCloud vizualization)
4. Using Transformers to generate sentiment features such as label and score
5. Using Transformers to generate a summary of the reviews

Models Used (HuggingFace):

• DistilBERT Base Uncased fine-tuned on SST-2 dataset for sentiment analysis
• BART Large fine-tuned on CNN and SAMSum datasets for summarization

Word Cloud:

Review Summarization:

• Review: You know those revenge stories that are so often used in various Asian cinema, the ones that involve, like, Jackie Chan killing the killers of his brother or whatever This film is NOTHING like that. However, that's as close of a basic foundational structure I can give you to help explain this amazing psychological look into a world defined by violence and masochism.
• Review Summary: This film is nothing like the usual revenge stories used in Asian cinema. It's an amazing psychological look into a world defined by violence and masochism. It is not about killing the killers of Jackie Chan's brother, but it's about revenge.

Sources:

• Web Scraping
• Sentiment Analysis
• HuggingFace Documentation