Git Product home page Git Product logo

nplreview's Introduction

IMDB Review Sentiment Analysis

This repository contains a Natural Language Processing (NLP) model based on Recurrent Neural Networks (RNN) with Long Short-Term Memory (LSTM) architecture. The model is designed to classify movie reviews from the IMDB dataset and assign a percentage score representing the sentiment (the closer to 100%, the more positive the review).

Dataset

The model is trained on the IMDB dataset, which consists of a large collection of movie reviews labeled as positive or negative. The dataset is widely used for sentiment analysis tasks in NLP.

Model Architecture

The NLP model utilizes the power of LSTM cells to capture long-term dependencies in the text data. LSTM is a type of RNN that can retain information over longer sequences, making it well-suited for sentiment analysis tasks. The model is trained using a combination of word embeddings, LSTM layers, and dense layers for classification.

nplreview's People

Contributors

ga0512 avatar

Watchers

Kostas Georgiou avatar  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.