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Data Centric Manufacturing
Home
About
The DCM Team
Lindsay Lee
Tim Rooker
What is data-centric manufacturing?
What are the challenges for DCM?
Trustworthy AI principles and standards
The DCM Workflow
The AMRC DCM Workflow
Business Understanding
Scoping and Planning (Template)
Data Acquisition and Preparation
The Data Dictionary (Template)
Data Pipeline (Template)
Data Exploration
Data Report (Template)
Feature Transformation
Feature Report (Template)
Model Building
Model Strategy (Template)
Model Reports (Template)
Evaluation and Reporting
Stakeholders (Template)
Closure Report (Template)
Dashboarding with Plotly
Deployment and Maintenance
Deployment and Maintenance Strategy (Template)
Deploying an application with Docker
Upskilling
Statistics Bitesize
Lectures
Data Centric Manufacturing
Home
About
The DCM Team
Lindsay Lee
Tim Rooker
What is data-centric manufacturing?
What are the challenges for DCM?
Trustworthy AI principles and standards
The DCM Workflow
The AMRC DCM Workflow
Business Understanding
Scoping and Planning (Template)
Data Acquisition and Preparation
The Data Dictionary (Template)
Data Pipeline (Template)
Data Exploration
Data Report (Template)
Feature Transformation
Feature Report (Template)
Model Building
Model Strategy (Template)
Model Reports (Template)
Evaluation and Reporting
Stakeholders (Template)
Closure Report (Template)
Dashboarding with Plotly
Deployment and Maintenance
Deployment and Maintenance Strategy (Template)
Deploying an application with Docker
Upskilling
Statistics Bitesize
Lectures
More
Home
About
The DCM Team
Lindsay Lee
Tim Rooker
What is data-centric manufacturing?
What are the challenges for DCM?
Trustworthy AI principles and standards
The DCM Workflow
The AMRC DCM Workflow
Business Understanding
Scoping and Planning (Template)
Data Acquisition and Preparation
The Data Dictionary (Template)
Data Pipeline (Template)
Data Exploration
Data Report (Template)
Feature Transformation
Feature Report (Template)
Model Building
Model Strategy (Template)
Model Reports (Template)
Evaluation and Reporting
Stakeholders (Template)
Closure Report (Template)
Dashboarding with Plotly
Deployment and Maintenance
Deployment and Maintenance Strategy (Template)
Deploying an application with Docker
Upskilling
Statistics Bitesize
Lectures
Lecture 3 - Data Design, Acquisition and Management
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