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MLOps track

Dataset Versioning

DVC, data lineage and immutability for training data.

6 concepts5 labs1 challenges
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Concepts

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Work through the concepts in order, or jump to what you need.

1

Why Version Datasets

Concept · Hands-on lab included

2

Hashing and Lineage

Concept · Hands-on lab included

3

DVC for Data Versioning

Concept · Hands-on lab included

4

Dataset Registries & Catalogs

Concept · Hands-on lab included

5

Data Quality Gates

Concept · Hands-on lab included

6

Dataset Reproducibility

Concept · Hands-on lab included

Practice

Hands-on labs

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

Browse all labs

Hash, Diff and Verify a Dataset

20 min · intermediate · Hashing and Lineage

Version a Dataset with DVC

30 min · intermediate · DVC for Data Versioning

Build a Minimal Dataset Catalog

25 min · intermediate · Dataset Registries & Catalogs

Write a Data Quality Gate

25 min · intermediate · Data Quality Gates

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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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Model Versioning

Model artifacts, semantic versions and provenance.

DevOpsForge - MLOps · Dataset Versioning
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