The best method for a non-technical stakeholder to view MLflow evaluation metrics is through MLflow‘s web-based user interface. This approach is ideal because:

• Visualizations: The UI provides charts and graphs, making it easier to understand trends and comparisons without interpreting raw numbers.
• User-Friendly Interface: Designed to be intuitive and interactive, allowing easy navigation and exploration of metrics without technical expertise.
• Focus on Key Metrics: Can be configured to display only the most relevant metrics, preventing information overload.

Other options are less suitable:

• Exporting to spreadsheets: Requires some technical knowledge for manipulation and analysis.
• Command-line tools: Not user-friendly for non-technical users, requiring command knowledge.
• Textual summaries: May still need technical understanding for interpretation.
• None of the above: While other methods exist, the UI is specifically designed for ease of use by non-technical stakeholders.

MLflow‘s web UI effectively bridges the gap between technical details and stakeholder comprehension, enabling insights without deep technical knowledge.