Build Your Own Learning Journey

Apply ML to real AIOps data with anomaly detectors, log-clustering models, and time‑series forecasts that power intelligent monitoring dashboards and proactive incident prevention.

Turn Jupyter notebooks into production-grade MLOps using MLflow for experiment tracking and model packaging and Kubeflow Pipelines on Kubernetes for real AIOps use cases.

Master advanced AIOps using distributed tracing with OpenTelemetry and Jaeger to visualize end‑to‑end microservice requests. Perform data‑driven root cause analysis.

Learn how to pair Ansible with AI tools like ChatGPT, GitHub Copilot, Claude Code, and Ansible Lightspeed to generate, debug, and optimize playbooks faster.

Kickstart your programming journey with interactive, hands-on labs!

Learn how modern data pipelines ingest, clean, combine, automate, orchestrate, and serve data through practical Python and Jupyter-based labs.

Practice for CKS certification in a browser-based lab and mock exams that cover cluster hardening, network security, runtime protection, and supply‑chain security with auto‑scoring.

Learn cloud computing essentials—why the cloud matters, IaaS/PaaS/SaaS models, deployment models, security, costs, and core services.

Master cloud‑native observability and ace the OTCA exam. Learn to instrument apps, operate and scale the OpenTelemetry Collector, and build end‑to‑end telemetry pipelines.

Prepare for certification by learning to design, build, and secure data pipelines on GCP using services like BigQuery, Dataflow, Dataproc, Pub/Sub, and Cloud Storage.

Prepare for Certified Argo Project Associate (CAPA) exam by mastering ArgoCD, Workflows, Rollouts, and Events with labs focused on real Kubernetes GitOps and automation.

Master RAG by learning architecture, document ingestion and chunking, keyword vs semantic search, vector databases, and end‑to‑end RAG pipelines.

Learn core DB concepts including tables, keys, CRUD operations, SQL querying, indexing, and relational vs non‑relational models, design and build your own MySQL DB.

Prepare for KCA certification - learn to secure, standardize, and automate Kubernetes clusters with Kyverno policies and more.

Learn SRE fundamentals including SLI/SLOs, error budgets, incident management, release engineering, observability, and chaos engineering.

Prepare for AZ-700 certification: VNets/subnets/IPs/DNS, hybrid connectivity, routing, load balancing, security and private access.

Learn Model Context Protocol from first principles and build MCP servers, tools and AI integrations to orchestrate context-driven workflows with hands-on labs.

Optimize cloud costs with FinOps. Learn to implement FinOps Framework principles, build cross-functional teams, manage cloud spending, and apply financial concepts.