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Student guides

Deep-dive guides for the MLOps toolchain

Long-form, numbered guides you can work through end to end — every command runnable, every example copy-paste ready, and every section written for someone starting from zero.

Containers & DevOps

The Complete Docker Guide

A full containers course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

133 sectionsDockerContainersDocker ComposeDevOpsInterview prep
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CI/CD & Automation

The Complete GitHub Actions Guide

A full CI/CD and repository-automation course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

139 sectionsGitHub ActionsCI/CDDevOpsAutomationInterview prep
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Tracking & Model Registry

The Complete MLflow Guide

A full experiment tracking, model packaging, and registry course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

111 sectionsMLflowExperiment trackingModel registryServingInterview prep
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Data & Reproducibility

The Complete DVC Guide

A full data and pipeline versioning course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

113 sectionsDVCData versioningPipelinesExperimentsInterview prep
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Orchestration & Scheduling

The Complete Airflow Guide

A full workflow orchestration course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

113 sectionsAirflowOrchestrationDAGsSchedulingInterview prep
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Experiment Tracking & MLOps

The Complete ClearML Guide

A full experiment tracking and MLOps platform course taught at three levels. Pick Beginner, Mid-level, or Senior, then read the detailed explanation, a fast interview review, or the practical tips and traps.

116 sectionsClearMLExperiment trackingModel registryAgentsInterview prep
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