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MLOps

Production ML pipelines. CI/CD for models, monitoring, feature stores, model serving, and infrastructure automation.

12 chaptersFirst chapter free to preview

After this course, you'll be able to:

Set up CI/CD pipelines for ML models
Monitor model performance and detect drift
Implement A/B testing for models in production
Optimize infrastructure costs by 50-80%

Full syllabus

1

MLOps Fundamentals

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2

Model Development Lifecycle

3

Data Engineering

4

Model Serving

5

Container Orchestration

6

Model Optimization

7

A/B Testing

8

Monitoring & Observability

9

Automated Recovery

10

Security & Compliance

11

Cost Optimization

12

Case Studies

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