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.

Data Science & Predictive Analytics

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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.

8 lessons1 capstone project

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Curated Certification CDA07

Move from exploratory analysis to predictive models, forecasting, explainability and reproducible decision science.

Benchmark: Curated source set: Harvard CS50 + Kaggle Learn + Google for Developers + 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. CS50's Introduction to Programming with R

2. Intro to Machine Learning

3. Intermediate Machine Learning

4. Feature Engineering

5. Time Series

6. Machine Learning Explainability

7. Machine Learning Crash Course

8. Data Analytics Fluency Pathway

Hands-On Mastery Capstone

Own a predictive decision from data to recommendation: baseline, validation design, model comparison, feature engineering, uncertainty/error analysis, explainability and business impact.

Proof Rubric

  • reproducible model notebook
  • validation report
  • feature rationale
  • error taxonomy
  • explainability output
  • decision memo