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ticketintentextractor's Introduction

Ticket Intent Extractor

[Final output for Accenture Technology's Project X program]


Authors

Marielle Louise Cruz

Zhong Xien Yeoh

About the Project

This application was developed as a way to extract information from support tickets, categorise ticket data into clusters with the use of Machine Learning models, create sorted CSV outputs, and visualise data in a more meaningful way

Features

Front-End:

  • A minimalist User Interface
  • Accepts CSV files
  • Sends CSV files from Front-End to Back-End for processing
    (Via an XHR request from Javascript to Flask)
  • Displays an ML scatter plot diagram
  • Allows user to download a sorted CSV output

Back-End:

  • Accepts POST requests
  • Saves output to local drive
  • Unsupervised Machine Learning

5-Step Machine Learning Process

  • Reading input data
  • TF-IDF Model
  • Filtering
  • Clustering using K-Means
  • Data Visualisation

Technology Stack

  • HTML
  • CSS
  • JavaScript
  • Flask
  • Python (+ scikit.learn)
  • Splunk *
  • Docker *

The original version of this application was run with Splunk and Docker

ticketintentextractor's People

Contributors

marielleloui avatar

Watchers

James Cloos avatar

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