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MLOps track

Concept Drift

Label/relationship shift, detection and model retraining triggers.

6 concepts3 labs1 challenges
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Concepts

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1

Concept Drift

Concept · Hands-on lab included

2

Concept vs Data Drift

Concept · Hands-on lab included

3

Detecting Concept Drift

Concept · Hands-on lab included

4

Label-Free Drift Detection

Concept · Hands-on lab included

5

Model Refreshing Strategies

Concept · Hands-on lab included

6

Regime Change Response

Concept · Hands-on lab included

Practice

Hands-on labs

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

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Diagnose the Drift Family

35 min · intermediate · Concept vs Data Drift

Detect Error-Window Drift

35 min · advanced · Detecting Concept Drift

Run a Regime Change Drill

40 min · advanced · Regime Change Response

Continue

Next modules

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ML Lifecycle

The full ML lifecycle and the operational discipline MLOps adds.

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Experiment Tracking

MLflow tracking, run metadata, reproducibility and comparing experiments.

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Dataset Versioning

DVC, data lineage and immutability for training data.

DevOpsForge - MLOps · Concept Drift
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