Pipelines & automation
Compose training and evaluation steps, express dependencies, and automate recurring work with pipelines, schedules, and hooks.
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Pipelines and orchestration
Understand pipelines, orchestration, and recurring workflows.
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Design reliable ML pipeline orchestration
Design dependencies, concurrency, caching, and retries around complete results.
Continuous AI red teaming in CI/CD
Connect test execution, evidence, and explicit promotion decisions.
Run batch LLM evaluations on Kubernetes
Split evaluations into restartable workers and validate aggregated results.