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Intermediate to Advanced4-6 hoursEvaluation framework + test matrix + validation workflow

If you cannot evaluate an AI system, you cannot trust it. Learn how to test prompts, retrieval, agents, workflows, and production behaviour before confidence turns into risk.

...enough" actually means The evaluation loop in one diagram Cheat sheet Before we start — the demo trap AI makes weak systems look stronger than they are. A rough workflow with the right prompt can still produce...

1 DayHands-on

ValidationCore Discipline

AI Evaluation Testing Validation Quality Assurance Production AI View Details

What is Generative AI?

Beginner3-4 hoursClear mental model of Generative AI + reference materials

Generative AI — what it actually is, how it works, what it's good at, and where it goes wrong. No hype. No math. Just clarity.

Quick Navigation Start here — What even is AI? What makes Generative AI different? How does it actually work? How did it learn all this? Why does...

Half DayIntensive

Beginner FriendlyNo math required

Generative AI LLMs AI Fundamentals Machine Learning View Details

How LLMs Work

Beginner to Intermediate4-6 hoursWorking mental model + reference materials

What actually happens inside a Large Language Model — from the moment you type a prompt to the moment it responds. No math. No fluff. Just a clear picture you can hold in your head.

...chooses a word Step 7 — The Loop: how it builds a full response Extension — RAG: how it looks things up Training: how it learned all this Hallucination: why it sometimes lies confidently The whole picture Cheat...

2 DaysIntensive

Beginner FriendlyNo math required

LLMs Machine Learning Transformers Generative AI View Details

Current State & Target State Architecture

All levels — SA, EA, TS4-5 hoursAs-is / to-be architecture canvas + transition state design + maturity scale + AI readiness assessment

How to document what exists today, define what must exist tomorrow, and design the transition states that get you there — the discipline of architecture that connects present reality to future goals.

...matters Documenting current state Defining target state Transition states Maturity levels Gap analysis AI readiness Keeping it current Putting it all together Cheat sheet Before we start — the one thing to...

1 dayIntensive

PracticalCanvas exercise

Architecture Enterprise Context Current State Target State Transformation Gap Analysis View Details

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