LABINTERMEDIATE

Build Evaluation Pipeline

Create an automated RAG evaluation pipeline using Argo Workflows. Build scheduled pipelines that run evaluation against golden datasets and log results to MLflow.

45 minutes
Build Evaluation Pipeline - Platform Engineering Hands-On Lab Icon

Lab Overview

Create an automated RAG evaluation pipeline using Argo Workflows. Build scheduled pipelines that run evaluation against golden datasets and log results to MLflow.

What You'll Learn

Install and configure Argo Workflows on Kubernetes

Create workflow templates for evaluation tasks

Build evaluation pipelines that log to MLflow

Configure scheduled (CronWorkflow) evaluation runs

Prerequisites

Kubernetes fundamentals

Understanding of MLflow tracking

Basic understanding of CI/CD pipelines

Technologies Covered

argo-workflowspipelineevaluationmlflowkubernetesmlopsautomation

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Monthly Plan

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Quarterly Plan

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Everything Included in Your Subscription

Content & Learning

  • Access to all courses and bootcamps
  • Video lessons with closed captions
  • Interactive quizzes and assessments
  • Course completion certificates

Hands-On Labs

  • Browser-based cloud labs
  • Pre-configured VMs ready to use
  • Playgrounds for experiments
  • Multi-VM realistic scenarios

AWS Integration

  • Managed AWS Account included
  • Pre-configured environments
  • Real-world cloud scenarios

Support & Community

  • Priority support
  • Active community forum

No Setup Required

  • Everything runs in your browser
  • No software installation needed
  • Automatic environment provisioning
  • Works on any device

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