Overview

Examples

Example 1: Evaluating Model Accuracy

User request: "Evaluate the accuracy of my image classification model."

The skill will:

1. Invoke the /eval-model command.
2. Analyze the model's performance on a held-out dataset.
3. Report the accuracy score and other relevant metrics.

Example 2: Comparing Model Performance

User request: "Compare the F1-score of model A and model B."

The skill will:

1. Invoke the /eval-model command for both models.
2. Extract the F1-score from the evaluation results.
3. Present a comparison of the F1-scores for model A and model B.

Best Practices

• Specify Metrics: Clearly define the specific metrics of interest for the evaluation.
• Data Validation: Ensure the data used for evaluation is representative of the real-world data the model will encounter.
• Interpret Results: Provide context and interpretation of the evaluation results to facilitate informed decision-making.

Integration

This skill integrates seamlessly with the model-evaluation-suite plugin, providing a comprehensive solution for model evaluation within the Claude Code environment. It can be combined with other skills to build automated machine learning workflows.

Prerequisites

• Appropriate file access permissions
• Required dependencies installed

Instructions

1. Invoke this skill when the trigger conditions are met
2. Provide necessary context and parameters
3. Review the generated output
4. Apply modifications as needed

Output

The skill produces structured output relevant to the task.

Error Handling

• Invalid input: Prompts for correction
• Missing dependencies: Lists required components
• Permission errors: Suggests remediation steps

Resources

• Project documentation
• Related skills and commands44:["$","$L4c",null,{"content":"$4d","frontMatter":{"name":"evaluating-machine-learning-models","description":"Build this skill allows AI assistant to evaluate machine learning models using a comprehensive suite of metrics. it should be used when the user requests model performance analysis, validation, or testing. AI assistant can use this skill to assess model accuracy, p... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.\n","allowed-tools":"Read, Write, Edit, Grep, Glob, Bash(cmd:*)","version":"1.0.0","author":"Jeremy Longshore [email protected]","license":"MIT"}}]