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data-science-workshop-failing-cable-joints's Introduction

Data Science Workshop: Predict Failing Cable Joints

What is this workshop about?

Let's try to predict which cable joints ('Moffen') are most likely to fail. This can be used to perform preventive maintainance.

In this hands-on workshop you will experience all facets of a Data Science project: from dataset to model. The workshop is fully contained in a jupyter notebook and (reference) solutions are included in a seperate notebook.
The dataset in this workshop is a dummy and is meant for learning purposes.

How to install

You can either clone this repo and run it locally, or use a github codespace for that.

Github Codespace

  1. Go to github codespace
  2. Select this repository
  3. A pod with the correct environment and packages is automatically created:)

Locally

  1. Clone the repository
  2. Create a virtual environment. E.g. conda create -n cable_joints python=3.10
  3. Install the nessecary python packages and you are good to go: pip install -r requirements.txt

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