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📊 Data Engineer / Analyst Path

L100 L200 L300

You work with data — analytics, BI, ETL pipelines — and want to add AI agents to your data workflows for conversational analytics, automated insights, and intelligent data processing.

Phase 1 — AI Fundamentals for Data People

Order Lab Title Level Time
1 Lab 004 How LLMs Work L50 ~20 min
2 Lab 006 What is RAG? L50 ~20 min
3 Lab 007 What are Embeddings? L50 ~15 min

Phase 2 — Work IQ & Copilot Analytics

Order Lab Title Level Time
4 Lab 047 Work IQ — Copilot Adoption Analytics L200 ~45 min
5 Lab 048 Work IQ — Impact Analytics & Power BI L300 ~90 min
6 Lab 075 Power BI Copilot — Analytics L100 ~45 min

Phase 3 — Fabric IQ & Data Agents

Order Lab Title Level Time
7 Lab 052 Fabric IQ — Conversational Data Agent (NL→SQL) L200 ~75 min
8 Lab 053 Fabric IQ — Batch AI Enrichment L300 ~90 min
9 Lab 051 Fabric IQ — Real-Time Intelligence L300 ~75 min
Order Lab Title Level Time
10 Lab 068 Hybrid Search — Vector + BM25 L200 ~60 min
11 Lab 067 GraphRAG — Knowledge Graphs L300 ~90 min
12 Lab 083 Multi-Modal RAG L300 ~90 min

Total: 12 labs · ~11 hours · From data fundamentals to AI-powered analytics