PDM bearing

A manual for getting started with Predicative maintanance with machine learning and streamlit

Structure

The project contains several parts, and can be divided into the following parts:

The machine learning scripts. These are:

• keras_example.py
• knn_example.py

Then there are the scripts for reading,and processing data, those are:

• read_data.py
• transform_data.py

And at last, there is the streamlit scripts, which can be found in the bearing_app folder.

Run Locally

Requirements

Python 3.6 or newer

Setting up the project locally

Clone the project

  git clone https://github.com/Eik-Lab/pdm_bearing.git

Go to the project directory

  cd pdm_bearing

Install dependencies

pip install -r requirements.txt

To run the script you want, the command is:

python $script_name$.py

To run the streamlit app, the command is:

streamlit run bearing_app/main.py

Tech Stack

Python, and streamlit