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A Process Mining software factory based on the “Machine Learning Ops” paradigm, targeting the problem of marine plastic detection

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Process Mining - Marine Plastic Detection

The purpose of the project is the development of a software factory based on the “Machine Learning Ops” paradigm, a DevOps approach able to deploy and maintain machine learning models and IT operations in production reliably and efficiently.
The Marine Plastic Detection problem, in particular, has been targeted during the development of this project.

Project Structure

The vision document contains all the requirements of the project highlighted during the "Process Mining and Business Intelligence" course at the University of Pisa.
The documentation file contains a step-by-step description of the project.

Process Landscape

image

Requirements

The project relies on the usage of the following software/tools:

  • Visual Paradigm
  • BIMP Simulator - BPMN
  • ProM
  • Apromore
  • Disco

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A Process Mining software factory based on the “Machine Learning Ops” paradigm, targeting the problem of marine plastic detection

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