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 Drug Discovery, Precision Medicine & Life Sciences

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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 CBL09

Apply AI, machine learning and multimodal biological data to discovery, translational science and precision medicine with validation and human scientific oversight.

Benchmark: Curated source set: Broad Institute + NIH NCATS + FDA + FDA CDER + EMBL-EBI -- 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

Build an AI-enabled life-sciences decision workflow using public or simulated biological data. Define scientific question, data/model boundaries, evaluation, human review and translational use.

Proof Rubric

  • data/model card
  • baseline comparator
  • eval set
  • biological plausibility checks
  • uncertainty/error analysis
  • human-review gates
  • reproducible notebook
  • translational decision memo