Tier 2: Specialist

Model Evaluation & Benchmarking

Cross-model comparison, benchmark design, blinded evaluation protocols, and bias-controlled methodology.

150 minutes·4 modules·Free

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Learning Outcomes

What You Will Learn

Designing evaluation sets that discriminate between models.

Protocols that prevent rater bias in model comparison.

Practice blind cross-model comparison.

Curriculum

Course Modules

1

Benchmark Design

Designing evaluation sets that discriminate between models.

Lesson25m

2

Blinding & Bias Control

Protocols that prevent rater bias in model comparison.

Lesson25m

3

Model Evaluation Practice

Practice blind cross-model comparison.

Practice50m

4

Model Evaluation Assessment

Terminal assessment covering benchmark design and bias control.

Quiz50m

Sneak Peek

Course Preview

Benchmark Design Cross-model vs within-model evaluation | Task | Within-model | Cross-model | |---|---|---| | RLHF preference | ✓ | | | Model benchmarking | | ✓ | | Capability ranking | | ✓ | | Regression testing | (usually) ✓ | (sometimes) ✓ | Good benchmark properties Discriminating — distinguishe…

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