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A.I Engineering 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

Local Environment

Set up and optimize your local development workspace

2
DEV

Development Environment

Best practices for development workflows and collaboration

3
STAGE

Staging Environment

Testing and validation strategies before production

4
PROD

Production Environment

Deployment, monitoring, and operational excellence

The A.I Engineer
InfrastructureSoftwareMachine LearningA.I Engineer

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The A.I 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 when you clock in, in-between work hours, and last when you clock out

debugging mode is better than guessing mode

logging is better than commenting

optimize without breaking things

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 when you clock in, in-between work hours, and last when you clock out

debugging mode is better than guessing mode

logging is better than commenting

optimize without breaking things

A.I Engineering Academy