Role-Driven Mastery System

Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

AI Foundations to Agents

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Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

10 lessons1 capstone project

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Curated Certification CAI01

A corrected, fully free-access version of the Top 10 AI course stack - from first principles to building agents.

Benchmark: Curated source set: University of Helsinki + Google Skills + Microsoft + Harvard + fast.ai + MIT OpenCourseWare + Stanford + Hugging Face + IBM SkillsBuild -- Credential note: this is a Zuyini mastery certificate built from the cited public courses. It is not issued, sponsored or endorsed by the source institutions, providers or companies.

Core Course Stack

1. Elements of AI: Introduction to AI

2. Beginner: Introduction to Generative AI

3. Introduction to Large Language Models

4. AI for Beginners - 12 weeks / 24 lessons

5. CS50's Introduction to AI with Python

6. Practical Deep Learning for Coders

7. 6.S191 Introduction to Deep Learning

8. CS229 Machine Learning

9. AI Agents Course

10. AI Fundamentals

Hands-On Mastery Capstone

Build a small AI agent for a real workflow. Include a model choice, prompt/context design, at least one tool, a simple evaluation set, error analysis, and a responsible-AI reflection.

Proof Rubric

  • repository / notebook / artifact
  • evaluation evidence
  • short technical or executive readout
  • reflection