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Codes written in the course of a data science workshop at KIT in cooperation with FZI

R 38.78% Python 37.42% JavaScript 12.19% HTML 10.29% CSS 1.31%

datascience predictive-analytics predictive-maintenance support-vector-machines correlations

datascience_predictivemaintenance's Introduction

DataScience_PredictiveMaintenance

Correlation_Analysis: various correlations concerning transmission sensor signal values

Dashboard/CreateTable: in order to use the dashboard, one needs to execute the python script in 'CreateTable' beforehand - this might take longer than 30 minutes for further instructions on how to set up the dashboard, see the readme file in the respective folder "Dashboard"

Machine_Learning: implementation of two support vector machine approaches on sensor signal values to learn more, see the readme file in the respective folder "Machine_Learning" (made for Windows OS)

R: conduct of several statistical analyses, PCA among others

SQL: several SQL queries for the processing of database sensor signal values

DOWNLOADS: MS SQL Server 2012 (free) https://www.microsoft.com/de-de/download/details.aspx?id=29062

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