Intermediate45 min
Model Evaluation Techniques
Measure and compare AI model performance effectively
Last updated: 2025-01-04
Prerequisites
- ML metrics
- Statistical analysis
- Benchmarking tools
1. Define Metrics
Choose appropriate metrics like perplexity, BLEU score, or task-specific KPIs.
2. Run Benchmarks
Test models on standard datasets and custom evaluation sets.
3. Analyze Results
Compare performance across models and identify strengths and weaknesses.