Machine Learning for Predictive maintenance: End-to-end workflow in Jupyter notebook
In this video, I provide a brief description of AI and Machine Learning (ML) followed by a description of a popular use case for ML in the manufacturing industry: predictive maintenance. I then provide a basic explanation of the basis of ML and explore the key phases of the ML workflow as is typically applied in a real life project. Finally, I walk through these various phases in a ML project involving a real life data set from the particular domain use case of predictive maintenance.
The key part of this presentation is the Demo ML workflow at the end
Timestamps
0:54 - AI / ML in general
5:45 - Predictive maintenance use case
12:02 - ML Basics
20:06 - ML Workflow
32:06 - Demo ML Workflow on real life predictive maintenance data set
DreamCatcher Professional Training:
https://www.dreamcatcher.asia/training
In this video, I provide a brief description of AI and Machine Learning (ML) followed by a description of a popular use case for ML in the manufacturing industry: predictive maintenance. I then provide a basic explanation of the basis of ML and explore the key phases of the ML workflow as is typically applied in a real life project. Finally, I walk through these various phases in a ML project involving a real life data set from the particular domain use case of predictive maintenance.
The key part of this presentation is the Demo ML workflow at the end
Timestamps
0:54 – AI / ML in general
5:45 – Predictive maintenance use case
12:02 – ML Basics
20:06 – ML Workflow
32:06 – Demo ML Workflow on real life predictive maintenance data set
DreamCatcher Professional Training:
https://www.dreamcatcher.asia/training
