GithubHelp home page GithubHelp logo

sumitdeole / airline-reviews-nlp Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 736 KB

This project will extract insights from user reviews of European airlines. For NLP analyis, I will models, e.g., TextBlob, VADER, RoBERTa, and Fair framework.

Jupyter Notebook 100.00%
data-science nlp-machine-learning reviewsanalysis-nlp

airline-reviews-nlp's Introduction

Exploring airline reviews using NLP models

This project will extract insights from user reviews of European airlines. The investigation comprises of two major exercises:

  1. Get the user review data from Skytrax on the four major European airlines (code is in this notebook).
  2. Import, clean, and perform the sentiment analyses using Natural Language Processing (NLP) modules in Python. The code is present in this notebook. We will cover four different NLP approaches and evaluate their performance:
    • TextBlob
    • VADER (Valence Aware Dictionary and sEntiment Reasoner)
    • RoBERTa - a pre-trained model, including the Huggingface pipeline
    • Flair framework - Read more information here.

airline-reviews-nlp's People

Contributors

sumitdeole avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.