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MLOps Academy

MLOps Environments

From laptop to production — one pipeline.

Explore best practices and concepts for each stage (Local → Dev → Staging → Prod).

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DashboardFirst principles

Pipeline

1
Local Environment

Set up and optimize your local development workspace

2
Development Environment

Best practices for development workflows and collaboration

3
Staging Environment

Testing and validation strategies before production

4
Production Environment

Deployment, monitoring, and operational excellence

The MLOps Engineer
InfrastructureSoftwareMachine LearningMLOps Engineer

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The MLOps Engineer - Venn diagram showing the intersection of Infrastructure, Software, and Machine Learning

Loose-coupled systems are always mostly better

Premature optimization is the root of all evil

Make it work, make it right, make it fast

Code is read more often than it's written

Simplicity is the ultimate sophistication

Check your dashboards first, in-between, and last

Debugging mode is better than guessing mode

Loose-coupled systems are always mostly better

Premature optimization is the root of all evil

Make it work, make it right, make it fast

Code is read more often than it's written

Simplicity is the ultimate sophistication

Check your dashboards first, in-between, and last

Debugging mode is better than guessing mode

MLOps Academy