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MLOps track

Model Performance Monitoring

Offline metrics, proxy metrics and shadow deployment scoring.

6 concepts4 labs1 challenges
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Concepts

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1

Model Performance Monitoring

Concept · Hands-on lab included

2

Offline Evaluation Revisited

Concept · Hands-on lab included

3

Online Evaluation and Proxies

Concept · Hands-on lab included

4

Proxy Metrics in Practice

Concept · Hands-on lab included

5

Business Metric Tracking

Concept · Hands-on lab included

6

A/B and Shadow Evaluation

Concept · Hands-on lab included

Practice

Hands-on labs

Apply what you've learned in guided, production-style environments.

Browse all labs

Build a Walk-Forward Gate

35 min · intermediate · Offline Evaluation Revisited

Score the Live Model

40 min · intermediate · Online Evaluation and Proxies

Certify and Composite Proxy Signals

40 min · advanced · Proxy Metrics in Practice

Shadow-Replay the Challenger

45 min · advanced · A/B and Shadow Evaluation

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