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Data Science in the AI era · Level 2 — Expertise

Data Science in the AI era — Level 2: ML deployment and automation

ML deployment and automation

3 intensive daysOnline or in-house

Programme content

  • Industrialise your models: versioning, pipelines, monitoring and deployment
  • Expose a model so other applications can query it
  • Automate retraining and monitoring of models in production
  • Use generative AI to document, explain and watch over machine-learning pipelines

Expected outcomes

  • Deploy, automate and monitor a predictive model in production

Hands-on case studies

Scoring models in productionAutomated forecasting systemsPeriodic retraining pipelinesModel drift monitoring

Who it is for

Participants who have completed Level 1, or any technical team that needs to keep its models alive in production.