{
  "ocm": "1",
  "id": "jeremylongshore-tons-of-skills-marketplace-early-stoppin-953738",
  "kind": "skill",
  "name": "early-stopping-callback",
  "description": "Manage early stopping callback operations. Auto-activating skill for ML Training. Triggers on: early stopping callback, early stopping callback Part of the ML Training skill category. Use when working with early stopping callback functionality. Trigger with phrases like \"early stopping callback\", \"early callback\", \"early\".",
  "publisher": "jeremylongshore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "general"
    ],
    "tags": [
      "skill-md",
      "ai",
      "machine-learning",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Manage early stopping callback operations. Auto-activating skill for ML Training. Triggers on: early stopping callback, early stopping callback Part of the ML Training skill category. Use when working with early stopping callback functionality. Trigger with phrases like \"early stopping callback\", \"early callback\", \"early\"."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace",
      "path": "skills/07-ml-training/early-stopping-callback/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/07-ml-training/early-stopping-callback/SKILL.md",
      "key": "jeremylongshore/tons-of-skills-marketplace/skills/07-ml-training/early-stopping-callback/SKILL.md"
    },
    "compatibility": "Designed for Claude Code",
    "allowed_tools": [
      "Read,",
      "Write,",
      "Edit,",
      "Bash(python:*),",
      "Bash(pip:*)"
    ],
    "license": "MIT"
  },
  "instructions": "# Early Stopping Callback\n\n## Overview\n\nThis skill provides automated assistance for early stopping callback tasks within the ML Training domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"early stopping callback\" in your request\n- Ask about early stopping callback patterns or best practices\n- Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.\n\n## Instructions\n\n1. Provides step-by-step guidance for early stopping callback\n2. Follows industry best practices and patterns\n3. Gener",
  "cost": {
    "context_tokens": 422
  }
}