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Predictive Maintenance with Machine Learning in Python

In this tutorial, we will explore predictive maintenance using ML Models in python.

⚡ Predictive Maintenance using ML Models ⚡ :

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📝 Dataset: https://archive.ics.uci.edu/dataset/601/ai4i+2020+predictive+maintenance+dataset

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⚡ If you need any help just message me in the comments, you never know it might help someone else too. ⚡

⏲️===TimeStamps===⏲️
0:01 Intro
00:25 What is Predictive Maintenance
02:50 Types of Maintenance
04:15 Data Preparation
08:55 Data Visualizations
16:09 Outlier Detection
18:30 Feature Engineering/Importance
21:10 Model Building
24:00 Model Evaluation
27:20 Model Prediction
30:56 Model Interpretation with Eli5
40:18 Predicting Types of Failure
43:50 Recap & Outro

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