Multi-Task & Multi-Objective Training

Train one model that serves multiple tasks fairly. Learn shared-vs-task-specific layer design, gradient surgery (PCGrad, GradVac), Pareto multi-task learning, fairness as a co-objective, and the per-task fairness audit that catches a fix-for-task-A breaking task-B.

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6
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Lessons in This Topic

Work through these 6 lessons in order, or jump to whichever is most relevant.

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Multi-Task Fairness Overview

Advanced
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Shared vs Task-Specific Layers

Advanced
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Gradient Surgery

Advanced
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Pareto Multi-Task Learning

Advanced
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Fairness as Co-Objective

Advanced
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Per-Task Fairness Audit Template

Advanced