Step 0
� Level 1 — AI Foundations
Start with a solid internal foundation of AI concepts before touching vendor certifications.
Recommended certification
AI Foundations
Goal: Build a clear understanding of AI basics and terminology.
Start simple, build real AI skills
AI looks overwhelming because people often begin with tools and skip the fundamentals. This roadmap keeps it practical: build a clear foundation, move into your first real certification, then progress toward hands-on frameworks and future cloud AI paths.
Step 0
Start with a solid internal foundation of AI concepts before touching vendor certifications.
Recommended certification
AI Foundations
Goal: Build a clear understanding of AI basics and terminology.
Step 1
Your first real certification step. Covers practical AI concepts in business and cloud environments.
Recommended certification
Microsoft AI Fundamentals
Goal: Understand how AI is applied in real-world cloud scenarios.
Step 2
Expand your knowledge into AWS AI services and real use cases.
Recommended certification
AWS AI Practitioner
Goal: Learn how AI services are used in AWS environments.
Step 3
Understand AI in enterprise and business decision contexts.
Recommended certification
Google Cloud Digital Leader
Goal: Gain a high-level understanding of AI in cloud ecosystems.
Step 4
Move into real AI practice using frameworks and workflows.
Recommended certification
TensorFlow
Goal: Start building real AI logic and models.
Typical global ranges vary a lot depending on country, company, and seniority. Use them as orientation, not as a promise.
Entry-level
$55k–$85k
Mid-level
$90k–$130k
Senior / Specialist
$140k+
Disclaimer: ranges vary widely. Certifications help most when combined with real projects and consistent practice.
Many people jump straight into frameworks and get lost. A fundamentals baseline makes everything clearer and faster afterwards.
| Fundamentals first | Framework first | |
|---|---|---|
| Speed | Faster long-term | Fast start, slower later |
| Clarity | Clear mental model | Confusing concepts |
| Outcome | Stable skills | Tool-dependent knowledge |
Recommendation
Start with AI Fundamentals, then move to Microsoft AI Fundamentals, and only after that go deeper with TensorFlow.
Do I need math to start AI?
Not much at first. Start with concepts and practice. Add more math gradually when you need it.
What should I do first on CertifyQuiz?
Start with the AI Fundamentals quiz, then continue with Microsoft AI Fundamentals before moving to TensorFlow.
Can certifications alone get me a job?
They help, but projects matter too. Use certifications to structure your learning, then build small practical projects.
Open the AI Fundamentals quiz and build your base first. Then move into Microsoft AI Fundamentals and TensorFlow step by step.