Code Monkey home page Code Monkey logo

meia-proj3's Introduction

MEIA-PROJ3: AI-Driven Customer Support Ticket Categorization and Sentiment Analysis System

This repository contains the code and resources for the AI-Driven Customer Support Ticket Categorization and Sentiment Analysis System. The system aims to enhance customer support ticket management by categorizing tickets, analyzing customer sentiment, and generating appropriate responses using various deep learning models and algorithms.

Table of Contents

Description

The project is divided into four main modules:

  1. Ticket Typification: Deep learning models, such as LSTM and CNN, are compared to categorize tickets based on a hierarchical structure.
  2. Sentiment Analysis: Pre-trained models and custom transformers are trained for emotion recognition in customer messages using the GoEmotions dataset.
  3. Translation: A translation API is implemented, utilizing pre-trained models from the Hugging Face Transformers library and langdetect for language detection.
  4. Text Generation: GPT-3.5-turbo is employed to create personalized and empathetic ticket responses based on the customer's emotions and ticket categorization.

File Structure

  • Documentation/ - Contains all the documentation related to the project.
  • SentimentAnalysis/ - Includes pre-processing, data visualization, model training, and custom transformer implementation for sentiment analysis.
  • Typification/ - Contains pre-processing, data visualization, and LSTM vs CNN comparison for ticket classification.
  • UI/ - Houses frontend code and APIs, including sentiment analysis, typification, translation, and text generation.

License

This project is licensed under the MIT License. See the LICENSE file for more information.

meia-proj3's People

Contributors

reiid00 avatar agmeister7 avatar hugoomf avatar isadoramap avatar isadora24 avatar 1180564 avatar

Stargazers

 avatar

Watchers

 avatar

Forkers

hugoomf

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.