Role-Driven Mastery System

Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

Kubernetes, Cluster Orchestration & AI Platform Operations

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Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

8 lessons1 capstone project

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Job-Ready Certification CDI05

Kubernetes control planes, provisioning, lifecycle automation, self-service APIs, scheduling, safe upgrades, heterogeneous hardware and cluster operations.

Benchmark: Target roles: AI Platform Engineer | Platform Engineer | Cluster / Fleet Infrastructure Engineer -- Current market bar: Kubernetes control planes, provisioning, lifecycle automation, self-service APIs, scheduling, safe upgrades, heterogeneous hardware and cluster operations. -- Credential note: this is a Zuyini job-readiness certificate built from the cited public courses. It is not issued, sponsored or endorsed by the source institutions, providers or companies.

Core Course Stack

1. Kubernetes Explained

2. Kubernetes Crash Course

3. Docker Tutorial for Beginners

4. Terraform in 100 Seconds

5. Terraform Full Course

6. AI Infrastructure on Kubernetes: Run:ai & KAITO

7. Modern Blueprint for Platform Engineering

8. From Cluster to Factory: Scale AI Infrastructure Operations

Role-Readiness Capstone

Build a small Kubernetes-based AI platform with GPU-aware scheduling, IaC, observability, safe upgrades and a self-service workload path.

Proof Rubric

  • cluster repo
  • Terraform/IaC
  • scheduling policy
  • workload template
  • upgrade/rollback plan
  • telemetry dashboard
  • runbook