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@JNADatathon2022

Team JNA

▶️ Introduction

Hi! We are JNA and in this year's edition of the FME Datathon we presented a solution to Accenture's challenge.

🧭 Project

Given a database of product shipements, we were tasked to train a model to predict whether the shipment would be late or not, as well as present business insights regarding supply chain cost and emission reduction, as well as on the creation of the new Hubs. Each shipment comes from a port and has a city as its destination, and must necessarily pass by a Hub. We not only provided the best places to create a Hub in terms of a greediness parameters (that quantifies the priority given to cost reduction as opposed to CO2 emission reduction), but also recommended the best route given the existing Hubs. We used Machine Learning with the scikit-learn framework, and Graph Optimization with the networkx library given a theoretical model that we've created.

🎓 Team

About us: We are:

  • Joel (Second year Data science student)
  • Jan (Second year Maths + Computer science student)
  • Nathaniel (Second year Maths + Data science student)
  • Alex (Second year Maths + Data science)

đź“­ Contact

Emails:

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  1. Datathon Datathon Public

    🥇 Winner project for the Accenture Challenge in Datathon FME 2022

    Jupyter Notebook 2 1

  2. ExplainabilityDashboard ExplainabilityDashboard Public

    đź”– Public dashboard for intuitive model inference for the Accenture Challenge 2022.

    TypeScript 1

  3. ModelInferenceApp ModelInferenceApp Public

    đź’ˇ Model Inference API for the Accenture Challenge in Datathon FME 2022

    Python

Repositories

Showing 4 of 4 repositories
  • .github Public

    Contains organization readme file.

    JNADatathon2022/.github’s past year of commit activity
    1 0 0 1 Updated Dec 5, 2022
  • ExplainabilityDashboard Public

    đź”– Public dashboard for intuitive model inference for the Accenture Challenge 2022.

    JNADatathon2022/ExplainabilityDashboard’s past year of commit activity
    TypeScript 0 Apache-2.0 1 0 0 Updated Nov 14, 2022
  • ModelInferenceApp Public

    đź’ˇ Model Inference API for the Accenture Challenge in Datathon FME 2022

    JNADatathon2022/ModelInferenceApp’s past year of commit activity
    Python 0 0 0 0 Updated Nov 14, 2022
  • Datathon Public

    🥇 Winner project for the Accenture Challenge in Datathon FME 2022

    JNADatathon2022/Datathon’s past year of commit activity
    Jupyter Notebook 2 1 0 0 Updated Nov 14, 2022

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