name: "hyperparameter-tuner" description: | Manage hyperparameter tuner operations. Auto-activating skill for ML Training. Triggers on: hyperparameter tuner, hyperparameter tuner Part of the ML Training skill category. Use when working with hyperparameter tuner functionality. Trigger with phrases like "hyperparameter tuner", "hyperparameter tuner", "hyperparameter". allowed-tools: "Read, Write, Edit, Bash(python:), Bash(pip:)" version: 1.0.0 license: MIT author: "Jeremy Longshore jeremy@intentsolutions.io"

Hyperparameter Tuner

Overview

This skill provides automated assistance for hyperparameter tuner tasks within the ML Training domain.

When to Use

This skill activates automatically when you:

• Mention "hyperparameter tuner" in your request
• Ask about hyperparameter tuner patterns or best practices
• Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.

Instructions

1. Provides step-by-step guidance for hyperparameter tuner
2. Follows industry best practices and patterns
3. Generates production-ready code and configurations
4. Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with hyperparameter tuner" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

• Relevant development environment configured
• Access to necessary tools and services
• Basic understanding of ml training concepts

Output

• Generated configurations and code
• Best practice recommendations
• Validation results

Error Handling

Resources

• Official documentation for related tools
• Best practices guides
• Community examples and tutorials

Related Skills

Part of the ML Training skill category. Tags: ml, training, pytorch, tensorflow, sklearn