- Block 8 — Professional practice
- Objective
- conduct a supervised learning project the way a competent
practitioner conducts one; produce the problem-framing document, the baseline
ladder, the experiment log, the tested module, the reproducibility check, the
review evidence, the model card, the decision record, the runbook and the
fairness audit that together constitute the real deliverable; know what each
of those artifacts proves, what it costs to produce, and what happens when it
is missing.
- Estimated duration
- 95 minutes
- Prerequisites
- chapter
012.0-ml-project-lifecycle.md for the sequence of
stages, 026.0-train-validation-test-split.md and 028.0-data-leakage.md for
the split rules, 034.0-cross-validation.md and
035.0-hyperparameter-tuning.md for the evaluation protocol,
062.0-decision-threshold.md and 075.0-choosing-the-metric.md for the
decision layer, 076.0-classification-pipeline.md to
079.0-column-transformer.md for pipeline construction,
080.0-interpretability.md, 081.0-deployment.md,
082.0-monitoring-and-drift.md and 083.0-common-mistakes.md - Associated quizzes
084.1-quiz-decision-process.md to
084.9-quiz-effort-and-timeline.md