Hands-on Labs
Practice in real environments, not just slides
AI Labs and Azure Sandbox environments give you a safe place to build, break, and rebuild — exactly like the job.
AI Labs
Build real AI workflows
Practice prompt engineering, RAG pipelines, and AI agent orchestration in guided labs using OpenAI, Anthropic and HuggingFace APIs.
- Build a RAG chatbot from scratch
- Orchestrate multi-agent workflows with LangGraph
- Connect agents to tools via MCP
# ai_lab/rag_pipeline.py
retriever = VectorStore.load("docs/")
agent = build_agent(retriever, model="claude")
response = agent.ask("Summarize Q3 results")
# → grounded, cited answer in 1.2s
Sandbox includes
- Pre-provisioned Azure resources
- Isolated, safe-to-break environment
- Guided lab instructions per module
- Auto-teardown after each session
Azure Sandbox
Real Azure, zero risk
Deploy Azure Functions, App Services, and Kubernetes clusters in a sandboxed subscription built for learning — no billing surprises.
Also in every course
Coding exercises & assessments
Coding Exercises
Auto-graded exercises reinforce every concept as you learn it.
Coding Assistant
Get contextual hints and code review from an assistant while you practice.
Coding Assessments
Benchmark your skills with timed assessments mapped to real job requirements.
Learn by doing, not just watching
Every Learner Galaxy course includes hands-on labs built into the curriculum.
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