⚖️ Accuracy vs Model Complexity

🏅 Most Efficient Models

{% for model in report_data.tradeoff_analysis.efficiency_scores[:10] %} {% endfor %}
Rank Model Configuration Efficiency Score Accuracy Complexity
#{{ loop.index }} {{ model.model }} {{ model.config }} {{ "%.3f" | format(model.efficiency) }} {{ "%.4f" | format(model.accuracy) }} {{ "%.2f" | format(model.complexity) }}
{% if report_data.tradeoff_analysis.pareto_frontier %}

🎯 Pareto Optimal Models

These models represent the best trade-offs between accuracy and complexity. No other model provides better accuracy with less complexity.

{% for model in report_data.tradeoff_analysis.pareto_frontier %}

{{ model.model }}

{{ model.config }}

Acc: {{ "%.3f" | format(model.accuracy) }} Comp: {{ "%.1f" | format(model.complexity) }}
{% endfor %}
{% endif %}