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.

Machine Learning & Deep Learning Engineering

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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 CAI03

A rigorous build path across classical ML, neural networks, computer vision, NLP and practical model training.

Benchmark: Curated source set: Google for Developers + Stanford + MIT OpenCourseWare + fast.ai + Andrej Karpathy + University of Helsinki -- 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.

Hands-On Mastery Capstone

Train and compare two models on one real dataset. Show baseline, data checks, training curves, error taxonomy, bias/variance reasoning, model-selection tradeoffs, and a reproducible inference demo.

Proof Rubric

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