Free resources

    Free workshops and courses on shipping production AI and ML, built for working data scientists. No fluff, just the parts that get you from prototype to production.

    The five stages of the MLOps course as a pipeline: structure, serve, track, automate, monitor.
    Free 5-part course

    MLOps for Data Scientists

    Take your models from a notebook to a monitored system running in production. Five parts, each a practical guide paired with a working code repo, delivered to your inbox one part a day.

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    Architecture diagram: a question flows through routing logic and a semantic model to the warehouse, wrapped in guardrails, with an observability layer underneath.
    Free workshop

    Agentic Analytics for Data Scientists

    A 30-minute deep dive on shipping production agentic analytics: the architecture, the trade-offs, and the parts the tutorials tend to skip.

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